From 3f669a16a40c34f933bf657e79f632dd29004c03 Mon Sep 17 00:00:00 2001 From: SkalskiP Date: Fri, 30 Aug 2024 19:56:22 +0200 Subject: [PATCH] cleanup --- README.md | 58 ++++++++++++++--------------- automation/notebooks-table-data.csv | 58 ++++++++++++++--------------- 2 files changed, 58 insertions(+), 58 deletions(-) diff --git a/README.md b/README.md index 1baf8c0..6534f47 100644 --- a/README.md +++ b/README.md @@ -73,34 +73,34 @@ Curious to learn more about GPT-4 Vision? [Check out our GPT-4V experiments ๐Ÿงช ## ๐Ÿš€ model tutorials (39 notebooks) | **notebook** | **open in colab / kaggle / sagemaker studio lab** | **complementary materials** | **repository / paper** | |:------------:|:-------------------------------------------------:|:---------------------------:|:----------------------:| -| [Segment Images with SAM2](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-images-with-sam-2.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-images-with-sam-2.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-images-with-sam-2.ipynb) [![SageMaker](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/sage-maker.svg)](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-images-with-sam-2.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/what-is-segment-anything-2/) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/live/Dv003fTyO-Y) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/facebookresearch/segment-anything-2) | -| [Segment Videos with SAM2](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-videos-with-sam-2.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-videos-with-sam-2.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-videos-with-sam-2.ipynb) [![SageMaker](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/sage-maker.svg)](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-videos-with-sam-2.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/what-is-segment-anything-2/) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/live/Dv003fTyO-Y) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/facebookresearch/segment-anything-2) | +| [Segment Images with SAM2](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-images-with-sam-2.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-images-with-sam-2.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-images-with-sam-2.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/what-is-segment-anything-2/) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/live/Dv003fTyO-Y) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/facebookresearch/segment-anything-2) | +| [Segment Videos with SAM2](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-videos-with-sam-2.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-videos-with-sam-2.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-videos-with-sam-2.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/what-is-segment-anything-2/) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/live/Dv003fTyO-Y) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/facebookresearch/segment-anything-2) | | [RT-DETR Object Detection](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-rt-detr-on-custom-dataset-with-transformers.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-rt-detr-on-custom-dataset-with-transformers.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-rt-detr-on-custom-dataset-with-transformers.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/train-rt-detr-custom-dataset-transformers/) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/lyuwenyu/RT-DETR) [![arXiv](https://img.shields.io/badge/arXiv-2304.08069-b31b1b.svg)](https://arxiv.org/abs/2304.08069)| | [Fine-Tune Florence-2 on Object Detection Dataset](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-finetune-florence-2-on-detection-dataset.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-finetune-florence-2-on-detection-dataset.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-finetune-florence-2-on-detection-dataset.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/fine-tune-florence-2-object-detection/) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=i3KjYgxNH6w) | [![arXiv](https://img.shields.io/badge/arXiv-2311.06242-b31b1b.svg)](https://arxiv.org/abs/2311.06242)| | [Run Different Vision Tasks with Florence-2](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-run-different-vision-tasks-with-florence-2.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-run-different-vision-tasks-with-florence-2.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-run-different-vision-tasks-with-florence-2.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/florence-2/) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=hj_ybcRdk5Y) | [![arXiv](https://img.shields.io/badge/arXiv-2311.06242-b31b1b.svg)](https://arxiv.org/abs/2311.06242)| | [Fine-Tune PaliGemma on Object Detection Dataset](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-finetune-paligemma-on-detection-dataset.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-finetune-paligemma-on-detection-dataset.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-finetune-paligemma-on-detection-dataset.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-fine-tune-paligemma/) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=OMBmVInx68M) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/google-research/big_vision/blob/main/big_vision/configs/proj/paligemma/README.md) [![arXiv](https://img.shields.io/badge/arXiv-2407.07726-b31b1b.svg)](https://arxiv.org/abs/2407.07726)| -| [YOLOv10 Object Detection](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov10-object-detection-on-custom-dataset.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov10-object-detection-on-custom-dataset.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov10-object-detection-on-custom-dataset.ipynb) [![SageMaker](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/sage-maker.svg)](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov10-object-detection-on-custom-dataset.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/yolov10-how-to-train/) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/THU-MIG/yolov10) [![arXiv](https://img.shields.io/badge/arXiv-2405.14458-b31b1b.svg)](https://arxiv.org/abs/2405.14458)| -| [Zero-Shot Object Detection with YOLO-World](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/zero-shot-object-detection-with-yolo-world.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/zero-shot-object-detection-with-yolo-world.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/zero-shot-object-detection-with-yolo-world.ipynb) [![SageMaker](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/sage-maker.svg)](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/zero-shot-object-detection-with-yolo-world.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/what-is-yolo-world/) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=X7gKBGVz4vs) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/AILab-CVC/YOLO-World) [![arXiv](https://img.shields.io/badge/arXiv-2401.17270-b31b1b.svg)](https://arxiv.org/abs/2401.17270)| -| [YOLOv9 Object Detection](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov9-object-detection-on-custom-dataset.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov9-object-detection-on-custom-dataset.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov9-object-detection-on-custom-dataset.ipynb) [![SageMaker](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/sage-maker.svg)](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov9-object-detection-on-custom-dataset.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/train-yolov9-model) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/XHT2c8jT3Bc) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/WongKinYiu/yolov9) [![arXiv](https://img.shields.io/badge/arXiv-2402.13616-b31b1b.svg)](https://arxiv.org/abs/2402.13616)| -| [RTMDet Object Detection](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-rtmdet-object-detection-on-custom-data.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-rtmdet-object-detection-on-custom-data.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-rtmdet-object-detection-on-custom-data.ipynb) [![SageMaker](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/sage-maker.svg)](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/train-rtmdet-object-detection-on-custom-data.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-train-rtmdet-on-a-custom-dataset) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/5kgWyo6Sg4E) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/open-mmlab/mmdetection) [![arXiv](https://img.shields.io/badge/arXiv-2212.07784-b31b1b.svg)](https://arxiv.org/abs/2212.07784)| -| [Fast Segment Anything Model (FastSAM)](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-anything-with-fast-sam.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-anything-with-fast-sam.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-anything-with-fast-sam.ipynb) [![SageMaker](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/sage-maker.svg)](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-anything-with-fast-sam.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-use-fastsam) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/yHNPyqazYYU) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/CASIA-IVA-Lab/FastSAM) [![arXiv](https://img.shields.io/badge/arXiv-2306.12156-b31b1b.svg)](https://arxiv.org/abs/2306.12156)| -| [YOLO-NAS Object Detection](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolo-nas-on-custom-dataset.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolo-nas-on-custom-dataset.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolo-nas-on-custom-dataset.ipynb) [![SageMaker](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/sage-maker.svg)](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolo-nas-on-custom-dataset.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/yolo-nas-how-to-train-on-custom-dataset) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/V-H3eoPUnA8) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/Deci-AI/super-gradients/blob/master/YOLONAS.md) | -| [Segment Anything Model (SAM)](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-anything-with-sam.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-anything-with-sam.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-anything-with-sam.ipynb) [![SageMaker](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/sage-maker.svg)](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-anything-with-sam.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-use-segment-anything-model-sam) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/D-D6ZmadzPE) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/facebookresearch/segment-anything) [![arXiv](https://img.shields.io/badge/arXiv-2304.02643-b31b1b.svg)](https://arxiv.org/abs/2304.02643)| -| [Zero-Shot Object Detection with Grounding DINO](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/zero-shot-object-detection-with-grounding-dino.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/zero-shot-object-detection-with-grounding-dino.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/zero-shot-object-detection-with-grounding-dino.ipynb) [![SageMaker](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/sage-maker.svg)](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/zero-shot-object-detection-with-grounding-dino.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/grounding-dino-zero-shot-object-detection) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/cMa77r3YrDk) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/IDEA-Research/GroundingDINO) [![arXiv](https://img.shields.io/badge/arXiv-2303.05499-b31b1b.svg)](https://arxiv.org/abs/2303.05499)| -| [DETR Transformer Object Detection](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-huggingface-detr-on-custom-dataset.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-huggingface-detr-on-custom-dataset.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-huggingface-detr-on-custom-dataset.ipynb) [![SageMaker](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/sage-maker.svg)](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/train-huggingface-detr-on-custom-dataset.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://youtu.be/AM8D4j9KoaU) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/AM8D4j9KoaU) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/facebookresearch/detr) [![arXiv](https://img.shields.io/badge/arXiv-2005.12872-b31b1b.svg)](https://arxiv.org/abs/2005.12872)| +| [YOLOv10 Object Detection](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov10-object-detection-on-custom-dataset.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov10-object-detection-on-custom-dataset.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov10-object-detection-on-custom-dataset.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/yolov10-how-to-train/) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/THU-MIG/yolov10) [![arXiv](https://img.shields.io/badge/arXiv-2405.14458-b31b1b.svg)](https://arxiv.org/abs/2405.14458)| +| [Zero-Shot Object Detection with YOLO-World](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/zero-shot-object-detection-with-yolo-world.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/zero-shot-object-detection-with-yolo-world.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/zero-shot-object-detection-with-yolo-world.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/what-is-yolo-world/) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=X7gKBGVz4vs) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/AILab-CVC/YOLO-World) [![arXiv](https://img.shields.io/badge/arXiv-2401.17270-b31b1b.svg)](https://arxiv.org/abs/2401.17270)| +| [YOLOv9 Object Detection](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov9-object-detection-on-custom-dataset.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov9-object-detection-on-custom-dataset.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov9-object-detection-on-custom-dataset.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/train-yolov9-model) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/XHT2c8jT3Bc) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/WongKinYiu/yolov9) [![arXiv](https://img.shields.io/badge/arXiv-2402.13616-b31b1b.svg)](https://arxiv.org/abs/2402.13616)| +| [RTMDet Object Detection](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-rtmdet-object-detection-on-custom-data.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-rtmdet-object-detection-on-custom-data.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-rtmdet-object-detection-on-custom-data.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-train-rtmdet-on-a-custom-dataset) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/5kgWyo6Sg4E) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/open-mmlab/mmdetection) [![arXiv](https://img.shields.io/badge/arXiv-2212.07784-b31b1b.svg)](https://arxiv.org/abs/2212.07784)| +| [Fast Segment Anything Model (FastSAM)](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-anything-with-fast-sam.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-anything-with-fast-sam.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-anything-with-fast-sam.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-use-fastsam) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/yHNPyqazYYU) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/CASIA-IVA-Lab/FastSAM) [![arXiv](https://img.shields.io/badge/arXiv-2306.12156-b31b1b.svg)](https://arxiv.org/abs/2306.12156)| +| [YOLO-NAS Object Detection](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolo-nas-on-custom-dataset.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolo-nas-on-custom-dataset.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolo-nas-on-custom-dataset.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/yolo-nas-how-to-train-on-custom-dataset) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/V-H3eoPUnA8) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/Deci-AI/super-gradients/blob/master/YOLONAS.md) | +| [Segment Anything Model (SAM)](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-anything-with-sam.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-anything-with-sam.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-anything-with-sam.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-use-segment-anything-model-sam) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/D-D6ZmadzPE) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/facebookresearch/segment-anything) [![arXiv](https://img.shields.io/badge/arXiv-2304.02643-b31b1b.svg)](https://arxiv.org/abs/2304.02643)| +| [Zero-Shot Object Detection with Grounding DINO](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/zero-shot-object-detection-with-grounding-dino.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/zero-shot-object-detection-with-grounding-dino.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/zero-shot-object-detection-with-grounding-dino.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/grounding-dino-zero-shot-object-detection) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/cMa77r3YrDk) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/IDEA-Research/GroundingDINO) [![arXiv](https://img.shields.io/badge/arXiv-2303.05499-b31b1b.svg)](https://arxiv.org/abs/2303.05499)| +| [DETR Transformer Object Detection](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-huggingface-detr-on-custom-dataset.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-huggingface-detr-on-custom-dataset.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-huggingface-detr-on-custom-dataset.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://youtu.be/AM8D4j9KoaU) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/AM8D4j9KoaU) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/facebookresearch/detr) [![arXiv](https://img.shields.io/badge/arXiv-2005.12872-b31b1b.svg)](https://arxiv.org/abs/2005.12872)| | [DINOv2 Image Classification](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/dinov2-classification.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/dinov2-classification.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/dinov2-classification.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-classify-images-with-dinov2/) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/facebookresearch/dinov2/) [![arXiv](https://img.shields.io/badge/arXiv-2304.07193-b31b1b.svg)](https://arxiv.org/abs/2304.07193)| -| [YOLOv8 Object Detection](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-object-detection-on-custom-dataset.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-object-detection-on-custom-dataset.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-object-detection-on-custom-dataset.ipynb) [![SageMaker](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/sage-maker.svg)](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-object-detection-on-custom-dataset.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-train-yolov8-on-a-custom-dataset) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/wuZtUMEiKWY) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/ultralytics/ultralytics) | -| [YOLOv8 Pose Estimation](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-keypoint.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-keypoint.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-keypoint.ipynb) [![SageMaker](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/sage-maker.svg)](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-keypoint.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/train-a-custom-yolov8-pose-estimation-model/) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/ultralytics/ultralytics) | -| [YOLOv8 Oriented Bounding Boxes](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-obb.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-obb.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-obb.ipynb) [![SageMaker](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/sage-maker.svg)](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-obb.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https:/blog.roboflow.com/train-yolov8-obb-model/) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/ultralytics/ultralytics) | -| [YOLOv8 Instance Segmentation](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-instance-segmentation-on-custom-dataset.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-instance-segmentation-on-custom-dataset.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-instance-segmentation-on-custom-dataset.ipynb) [![SageMaker](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/sage-maker.svg)](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-instance-segmentation-on-custom-dataset.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-train-yolov8-instance-segmentation/) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/pFiGSrRtaU4) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/ultralytics/ultralytics) | -| [YOLOv8 Classification](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-classification-on-custom-dataset.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-classification-on-custom-dataset.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-classification-on-custom-dataset.ipynb) [![SageMaker](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/sage-maker.svg)](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-classification-on-custom-dataset.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-train-a-yolov8-classification-model/) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/ultralytics/ultralytics) | +| [YOLOv8 Object Detection](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-object-detection-on-custom-dataset.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-object-detection-on-custom-dataset.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-object-detection-on-custom-dataset.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-train-yolov8-on-a-custom-dataset) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/wuZtUMEiKWY) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/ultralytics/ultralytics) | +| [YOLOv8 Pose Estimation](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-keypoint.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-keypoint.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-keypoint.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/train-a-custom-yolov8-pose-estimation-model/) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/ultralytics/ultralytics) | +| [YOLOv8 Oriented Bounding Boxes](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-obb.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-obb.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-obb.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https:/blog.roboflow.com/train-yolov8-obb-model/) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/ultralytics/ultralytics) | +| [YOLOv8 Instance Segmentation](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-instance-segmentation-on-custom-dataset.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-instance-segmentation-on-custom-dataset.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-instance-segmentation-on-custom-dataset.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-train-yolov8-instance-segmentation/) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/pFiGSrRtaU4) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/ultralytics/ultralytics) | +| [YOLOv8 Classification](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-classification-on-custom-dataset.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-classification-on-custom-dataset.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-classification-on-custom-dataset.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-train-a-yolov8-classification-model/) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/ultralytics/ultralytics) | | [YOLOv7 Object Detection](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov7-object-detection-on-custom-data.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov7-object-detection-on-custom-data.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov7-object-detection-on-custom-data.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/yolov7-custom-dataset-training-tutorial) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=5nsmXLyDaU4) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/WongKinYiu/yolov7) [![arXiv](https://img.shields.io/badge/arXiv-2207.02696-b31b1b.svg)](https://arxiv.org/abs/2207.02696)| -| [YOLOv7 Instance Segmentation](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov7-instance-segmentation-on-custom-data.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov7-instance-segmentation-on-custom-data.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov7-instance-segmentation-on-custom-data.ipynb) [![SageMaker](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/sage-maker.svg)](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov7-instance-segmentation-on-custom-data.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/train-yolov7-instance-segmentation-on-custom-data) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=vFGxM2KLs10) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/WongKinYiu/yolov7) [![arXiv](https://img.shields.io/badge/arXiv-2207.02696-b31b1b.svg)](https://arxiv.org/abs/2207.02696)| +| [YOLOv7 Instance Segmentation](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov7-instance-segmentation-on-custom-data.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov7-instance-segmentation-on-custom-data.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov7-instance-segmentation-on-custom-data.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/train-yolov7-instance-segmentation-on-custom-data) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=vFGxM2KLs10) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/WongKinYiu/yolov7) [![arXiv](https://img.shields.io/badge/arXiv-2207.02696-b31b1b.svg)](https://arxiv.org/abs/2207.02696)| | [YOLOv7 Object Detection OpenVINO + TorchORT](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov7-object-detection-on-custom-data-openvino-torch-ort.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov7-object-detection-on-custom-data-openvino-torch-ort.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov7-object-detection-on-custom-data-openvino-torch-ort.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/accelerate-pytorch-openvino-torch-ort) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/roboflow-ai/yolov7) [![arXiv](https://img.shields.io/badge/arXiv-2207.02696-b31b1b.svg)](https://arxiv.org/abs/2207.02696)| | [MT-YOLOv6 Object Detection](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov6-object-detection-on-custom-data.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov6-object-detection-on-custom-data.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov6-object-detection-on-custom-data.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-train-yolov6-on-a-custom-dataset) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=fFCWrMFH2UY) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/meituan/YOLOv6) [![arXiv](https://img.shields.io/badge/arXiv-2209.02976-b31b1b.svg)](https://arxiv.org/abs/2209.02976)| | [YOLOv5 Object Detection](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov5-object-detection-on-custom-data.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov5-object-detection-on-custom-data.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov5-object-detection-on-custom-data.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-train-yolov5-on-a-custom-dataset) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/watch?v=x0ThXHbtqCQ) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/ultralytics/yolov5) | | [YOLOv5 Classification](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov5-classification-on-custom-data.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov5-classification-on-custom-data.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov5-classification-on-custom-data.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/train-yolov5-classification-custom-data) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=DPjp9Kq4qn8) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/ultralytics/yolov5) | -| [YOLOv5 Instance Segmentation](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov5-instance-segmentation-on-custom-data.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov5-instance-segmentation-on-custom-data.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov5-instance-segmentation-on-custom-data.ipynb) [![SageMaker](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/sage-maker.svg)](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov5-instance-segmentation-on-custom-data.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/train-yolov5-instance-segmentation-custom-dataset) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=vKzfvtEtiYo) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/ultralytics/yolov5) | +| [YOLOv5 Instance Segmentation](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov5-instance-segmentation-on-custom-data.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov5-instance-segmentation-on-custom-data.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov5-instance-segmentation-on-custom-data.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/train-yolov5-instance-segmentation-custom-dataset) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=vKzfvtEtiYo) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/ultralytics/yolov5) | | [Detection2 Instance Segmentation](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-detectron2-segmentation-on-custom-data.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-detectron2-segmentation-on-custom-data.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-detectron2-segmentation-on-custom-data.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-train-detectron2) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/e8LPflX0nwQ) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/facebookresearch/detectron2) [![arXiv](https://img.shields.io/badge/arXiv-1703.06870v3-b31b1b.svg)](https://arxiv.org/abs/1703.06870v3)| | [SegFormer Instance Segmentation](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-segformer-segmentation-on-custom-data.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-segformer-segmentation-on-custom-data.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-segformer-segmentation-on-custom-data.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-train-segformer-on-a-custom-dataset-with-pytorch-lightning) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=4HNkBMfw-2o) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/NVlabs/SegFormer) [![arXiv](https://img.shields.io/badge/arXiv-2105.15203v3-b31b1b.svg)](https://arxiv.org/abs/2105.15203v3)| | [Vision Transformer Classification](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-vision-transformer-classification-on-custom-data.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-vision-transformer-classification-on-custom-data.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-vision-transformer-classification-on-custom-data.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-train-vision-transformer) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=8yRE2Pa-8_I) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/lucidrains/vit-pytorch) [![arXiv](https://img.shields.io/badge/arXiv-2010.11929-b31b1b.svg)](https://arxiv.org/abs/2010.11929)| @@ -111,23 +111,23 @@ Curious to learn more about GPT-4 Vision? [Check out our GPT-4V experiments ๐Ÿงช | [Resnet34 fast.ai Classification](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-resnet34-classification.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-resnet34-classification.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-resnet34-classification.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-train-a-custom-resnet34-model) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=93kXzUOiYY4) | | | [OpenAI Clip Classification](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-use-openai-clip-classification.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-use-openai-clip-classification.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-use-openai-clip-classification.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-use-openai-clip) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=8o701AEoZ8I) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/openai/CLIP) [![arXiv](https://img.shields.io/badge/arXiv-2103.00020-b31b1b.svg)](https://arxiv.org/abs/2103.00020)| | [YOLOv4-tiny Darknet Object Detection](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov4-tiny-object-detection-on-custom-data.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov4-tiny-object-detection-on-custom-data.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov4-tiny-object-detection-on-custom-data.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.ai/train-yolov4-tiny-on-custom-data-lighting-fast-detection) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=NTnZgLsk_DA) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/roboflow-ai/darknet) [![arXiv](https://img.shields.io/badge/arXiv-2011.04244-b31b1b.svg)](https://arxiv.org/abs/2011.04244)| -| [Train a YOLOv8 Classification Model with No Labeling](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-train-yolov8-classification-no-labeling.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-train-yolov8-classification-no-labeling.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-train-yolov8-classification-no-labeling.ipynb) [![SageMaker](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/sage-maker.svg)](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-train-yolov8-classification-no-labeling.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/train-classification-model-no-labeling/) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/ultralytics/ultralytics) | +| [Train a YOLOv8 Classification Model with No Labeling](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-train-yolov8-classification-no-labeling.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-train-yolov8-classification-no-labeling.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-train-yolov8-classification-no-labeling.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/train-classification-model-no-labeling/) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/ultralytics/ultralytics) | ## ๐Ÿ“ธ computer vision skills (20 notebooks) | **notebook** | **open in colab / kaggle / sagemaker studio lab** | **complementary materials** | **repository / paper** | |:------------:|:-------------------------------------------------:|:---------------------------:|:----------------------:| | [Football AI](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/football-ai.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/football-ai.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/football-ai.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/camera-calibration-sports-computer-vision/) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/aBVGKoNZQUw) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/roboflow/sports) | -| [Use Grounded SAM 2 to Auto Label Images](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/grounded-sam-2-auto-label.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/grounded-sam-2-auto-label.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/grounded-sam-2-auto-label.ipynb) [![SageMaker](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/sage-maker.svg)](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/grounded-sam-2-auto-label.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/what-is-segment-anything-2) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/facebookresearch/segment-anything-2) | +| [Use Grounded SAM 2 to Auto Label Images](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/grounded-sam-2-auto-label.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/grounded-sam-2-auto-label.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/grounded-sam-2-auto-label.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/what-is-segment-anything-2) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/facebookresearch/segment-anything-2) | | [How to Estimate Vehicle Speed](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-estimate-vehicle-speed-with-computer-vision.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-estimate-vehicle-speed-with-computer-vision.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-estimate-vehicle-speed-with-computer-vision.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/estimate-speed-computer-vision/) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/uWP6UjDeZvY) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/roboflow/supervision/tree/develop/examples/speed_estimation) | -| [Detect and Count Objects in Polygon Zone with YOLOv5 / YOLOv8 / Detectron2 + Supervision](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-detect-and-count-objects-in-polygon-zone.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-detect-and-count-objects-in-polygon-zone.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-detect-and-count-objects-in-polygon-zone.ipynb) [![SageMaker](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/sage-maker.svg)](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-detect-and-count-objects-in-polygon-zone.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-count-objects-in-a-zone) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/l_kf9CfZ_8M) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/roboflow/supervision) | -| [Track and Count Vehicles with YOLOv8 + ByteTRACK + Supervision](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-track-and-count-vehicles-with-yolov8.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-track-and-count-vehicles-with-yolov8.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-track-and-count-vehicles-with-yolov8.ipynb) [![SageMaker](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/sage-maker.svg)](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-track-and-count-vehicles-with-yolov8.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/yolov8-tracking-and-counting/) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/OS5qI9YBkfk) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/roboflow/supervision) [![arXiv](https://img.shields.io/badge/arXiv-2110.06864-b31b1b.svg)](https://arxiv.org/abs/2110.06864)| -| [Football Players Tracking with YOLOv5 + ByteTRACK](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-track-football-players.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-track-football-players.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-track-football-players.ipynb) [![SageMaker](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/sage-maker.svg)](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-track-football-players.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/track-football-players) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/QCG8QMhga9k) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/ifzhang/ByteTrack) [![arXiv](https://img.shields.io/badge/arXiv-2110.06864-b31b1b.svg)](https://arxiv.org/abs/2110.06864)| -| [Auto Train YOLOv8 Model with Autodistill](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-auto-train-yolov8-model-with-autodistill.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-auto-train-yolov8-model-with-autodistill.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-auto-train-yolov8-model-with-autodistill.ipynb) [![SageMaker](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/sage-maker.svg)](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-auto-train-yolov8-model-with-autodistill.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/autodistill) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/gKTYMfwPo4M) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/autodistill/autodistill) | -| [Image Embeddings Analysis - Part 1](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/image_embeddings_analysis_part_1.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/image_embeddings_analysis_part_1.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/image_embeddings_analysis_part_1.ipynb) [![SageMaker](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/sage-maker.svg)](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/image_embeddings_analysis_part_1.ipynb) | [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/YxJkE6FvGF4) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/openai/CLIP) [![arXiv](https://img.shields.io/badge/arXiv-2103.00020-b31b1b.svg)](https://arxiv.org/abs/2103.00020)| -| [Automated Dataset Annotation and Evaluation with Grounding DINO and SAM](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/automated-dataset-annotation-and-evaluation-with-grounding-dino-and-sam.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/automated-dataset-annotation-and-evaluation-with-grounding-dino-and-sam.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/automated-dataset-annotation-and-evaluation-with-grounding-dino-and-sam.ipynb) [![SageMaker](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/sage-maker.svg)](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/automated-dataset-annotation-and-evaluation-with-grounding-dino-and-sam.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/enhance-image-annotation-with-grounding-dino-and-sam/) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/oEQYStnF2l8) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/IDEA-Research/GroundingDINO) [![arXiv](https://img.shields.io/badge/arXiv-2303.05499-b31b1b.svg)](https://arxiv.org/abs/2303.05499)| -| [Automated Dataset Annotation and Evaluation with Grounding DINO](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/automated-dataset-annotation-and-evaluation-with-grounding-dino.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/automated-dataset-annotation-and-evaluation-with-grounding-dino.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/automated-dataset-annotation-and-evaluation-with-grounding-dino.ipynb) [![SageMaker](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/sage-maker.svg)](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/automated-dataset-annotation-and-evaluation-with-grounding-dino.ipynb) | [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/C4NqaRBz_Kw) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/IDEA-Research/GroundingDINO) [![arXiv](https://img.shields.io/badge/arXiv-2303.05499-b31b1b.svg)](https://arxiv.org/abs/2303.05499)| -| [Roboflow Video Inference with Custom Annotators](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/roboflow_video_inference_with_custom_annotators.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/roboflow_video_inference_with_custom_annotators.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/roboflow_video_inference_with_custom_annotators.ipynb) [![SageMaker](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/sage-maker.svg)](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/roboflow_video_inference_with_custom_annotators.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/custom-annotator-video-inference) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/roboflow/inference) | +| [Detect and Count Objects in Polygon Zone with YOLOv5 / YOLOv8 / Detectron2 + Supervision](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-detect-and-count-objects-in-polygon-zone.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-detect-and-count-objects-in-polygon-zone.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-detect-and-count-objects-in-polygon-zone.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-count-objects-in-a-zone) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/l_kf9CfZ_8M) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/roboflow/supervision) | +| [Track and Count Vehicles with YOLOv8 + ByteTRACK + Supervision](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-track-and-count-vehicles-with-yolov8.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-track-and-count-vehicles-with-yolov8.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-track-and-count-vehicles-with-yolov8.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/yolov8-tracking-and-counting/) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/OS5qI9YBkfk) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/roboflow/supervision) [![arXiv](https://img.shields.io/badge/arXiv-2110.06864-b31b1b.svg)](https://arxiv.org/abs/2110.06864)| +| [Football Players Tracking with YOLOv5 + ByteTRACK](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-track-football-players.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-track-football-players.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-track-football-players.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/track-football-players) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/QCG8QMhga9k) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/ifzhang/ByteTrack) [![arXiv](https://img.shields.io/badge/arXiv-2110.06864-b31b1b.svg)](https://arxiv.org/abs/2110.06864)| +| [Auto Train YOLOv8 Model with Autodistill](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-auto-train-yolov8-model-with-autodistill.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-auto-train-yolov8-model-with-autodistill.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-auto-train-yolov8-model-with-autodistill.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/autodistill) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/gKTYMfwPo4M) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/autodistill/autodistill) | +| [Image Embeddings Analysis - Part 1](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/image_embeddings_analysis_part_1.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/image_embeddings_analysis_part_1.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/image_embeddings_analysis_part_1.ipynb) | [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/YxJkE6FvGF4) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/openai/CLIP) [![arXiv](https://img.shields.io/badge/arXiv-2103.00020-b31b1b.svg)](https://arxiv.org/abs/2103.00020)| +| [Automated Dataset Annotation and Evaluation with Grounding DINO and SAM](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/automated-dataset-annotation-and-evaluation-with-grounding-dino-and-sam.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/automated-dataset-annotation-and-evaluation-with-grounding-dino-and-sam.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/automated-dataset-annotation-and-evaluation-with-grounding-dino-and-sam.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/enhance-image-annotation-with-grounding-dino-and-sam/) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/oEQYStnF2l8) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/IDEA-Research/GroundingDINO) [![arXiv](https://img.shields.io/badge/arXiv-2303.05499-b31b1b.svg)](https://arxiv.org/abs/2303.05499)| +| [Automated Dataset Annotation and Evaluation with Grounding DINO](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/automated-dataset-annotation-and-evaluation-with-grounding-dino.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/automated-dataset-annotation-and-evaluation-with-grounding-dino.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/automated-dataset-annotation-and-evaluation-with-grounding-dino.ipynb) | [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/C4NqaRBz_Kw) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/IDEA-Research/GroundingDINO) [![arXiv](https://img.shields.io/badge/arXiv-2303.05499-b31b1b.svg)](https://arxiv.org/abs/2303.05499)| +| [Roboflow Video Inference with Custom Annotators](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/roboflow_video_inference_with_custom_annotators.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/roboflow_video_inference_with_custom_annotators.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/roboflow_video_inference_with_custom_annotators.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/custom-annotator-video-inference) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/roboflow/inference) | | [DINO-GPT-4V Object Detection](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/dino-gpt4v-autodistill.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/dino-gpt4v-autodistill.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/dino-gpt4v-autodistill.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/dino-gpt-4v/) | | -| [Train a Segmentation Model with No Labeling](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-segmentation-model-with-no-labeling.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-segmentation-model-with-no-labeling.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-segmentation-model-with-no-labeling.ipynb) [![SageMaker](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/sage-maker.svg)](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/train-segmentation-model-with-no-labeling.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/train-a-segmentation-model-no-labeling/) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/autodistill/autodistill) | +| [Train a Segmentation Model with No Labeling](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-segmentation-model-with-no-labeling.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-segmentation-model-with-no-labeling.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-segmentation-model-with-no-labeling.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/train-a-segmentation-model-no-labeling/) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/autodistill/autodistill) | | [DINOv2 Image Retrieval](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/dinov2-image-retrieval.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/dinov2-image-retrieval.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/dinov2-image-retrieval.ipynb) | | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/facebookresearch/dinov2/) [![arXiv](https://img.shields.io/badge/arXiv-2304.07193-b31b1b.svg)](https://arxiv.org/abs/2304.07193)| | [Vector Analysis with Scikit-learn and Bokeh](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/vector-analysis-with-sklearn-and-bokeh.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/vector-analysis-with-sklearn-and-bokeh.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/vector-analysis-with-sklearn-and-bokeh.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/vector-analysis) | | | [RF100 Object Detection Model Benchmarking](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-use-rf100.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-use-rf100.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-use-rf100.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/roboflow-100) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/jIgZMr-PBMo) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/roboflow-ai/roboflow-100-benchmark) [![arXiv](https://img.shields.io/badge/arXiv-2211.13523-b31b1b.svg)](https://arxiv.org/abs/2211.13523)| diff --git a/automation/notebooks-table-data.csv b/automation/notebooks-table-data.csv index 9f74d0b..ebc6d13 100644 --- a/automation/notebooks-table-data.csv +++ b/automation/notebooks-table-data.csv @@ -1,34 +1,34 @@ display_name, notebook_name, roboflow_blogpost_path, youtube_video_path, github_repository_path, arxiv_index, should_open_in_sagemaker_labs, readme_section Football AI, football-ai.ipynb, https://blog.roboflow.com/camera-calibration-sports-computer-vision/, https://youtu.be/aBVGKoNZQUw, https://github.com/roboflow/sports, , False, skills -Use Grounded SAM 2 to Auto Label Images, grounded-sam-2-auto-label.ipynb, https://blog.roboflow.com/what-is-segment-anything-2, , https://github.com/facebookresearch/segment-anything-2, , True, skills -Segment Images with SAM2,how-to-segment-images-with-sam-2.ipynb, https://blog.roboflow.com/what-is-segment-anything-2/, https://www.youtube.com/live/Dv003fTyO-Y, https://github.com/facebookresearch/segment-anything-2, , True, models -Segment Videos with SAM2,how-to-segment-videos-with-sam-2.ipynb, https://blog.roboflow.com/what-is-segment-anything-2/, https://www.youtube.com/live/Dv003fTyO-Y, https://github.com/facebookresearch/segment-anything-2, , True, models +Use Grounded SAM 2 to Auto Label Images, grounded-sam-2-auto-label.ipynb, https://blog.roboflow.com/what-is-segment-anything-2, , https://github.com/facebookresearch/segment-anything-2, , False, skills +Segment Images with SAM2,how-to-segment-images-with-sam-2.ipynb, https://blog.roboflow.com/what-is-segment-anything-2/, https://www.youtube.com/live/Dv003fTyO-Y, https://github.com/facebookresearch/segment-anything-2, , False, models +Segment Videos with SAM2,how-to-segment-videos-with-sam-2.ipynb, https://blog.roboflow.com/what-is-segment-anything-2/, https://www.youtube.com/live/Dv003fTyO-Y, https://github.com/facebookresearch/segment-anything-2, , False, models RT-DETR Object Detection, train-rt-detr-on-custom-dataset-with-transformers.ipynb, https://blog.roboflow.com/train-rt-detr-custom-dataset-transformers/, , https://github.com/lyuwenyu/RT-DETR, 2304.08069, False, models Fine-Tune Florence-2 on Object Detection Dataset, how-to-finetune-florence-2-on-detection-dataset.ipynb, https://blog.roboflow.com/fine-tune-florence-2-object-detection/, https://www.youtube.com/watch?v=i3KjYgxNH6w, , 2311.06242, False, models Run Different Vision Tasks with Florence-2, how-to-run-different-vision-tasks-with-florence-2.ipynb, https://blog.roboflow.com/florence-2/, https://www.youtube.com/watch?v=hj_ybcRdk5Y, , 2311.06242, False, models Fine-Tune PaliGemma on Object Detection Dataset, how-to-finetune-paligemma-on-detection-dataset.ipynb, https://blog.roboflow.com/how-to-fine-tune-paligemma/, https://www.youtube.com/watch?v=OMBmVInx68M, https://github.com/google-research/big_vision/blob/main/big_vision/configs/proj/paligemma/README.md, 2407.07726, False, models -YOLOv10 Object Detection, train-yolov10-object-detection-on-custom-dataset.ipynb, https://blog.roboflow.com/yolov10-how-to-train/, , https://github.com/THU-MIG/yolov10, 2405.14458, True, models -Zero-Shot Object Detection with YOLO-World, zero-shot-object-detection-with-yolo-world.ipynb, https://blog.roboflow.com/what-is-yolo-world/, https://www.youtube.com/watch?v=X7gKBGVz4vs, https://github.com/AILab-CVC/YOLO-World, 2401.17270, True, models -YOLOv9 Object Detection, train-yolov9-object-detection-on-custom-dataset.ipynb, https://blog.roboflow.com/train-yolov9-model, https://youtu.be/XHT2c8jT3Bc, https://github.com/WongKinYiu/yolov9, 2402.13616, True, models -RTMDet Object Detection, train-rtmdet-object-detection-on-custom-data.ipynb, https://blog.roboflow.com/how-to-train-rtmdet-on-a-custom-dataset, https://youtu.be/5kgWyo6Sg4E, https://github.com/open-mmlab/mmdetection, 2212.07784, True, models -Fast Segment Anything Model (FastSAM), how-to-segment-anything-with-fast-sam.ipynb, https://blog.roboflow.com/how-to-use-fastsam, https://youtu.be/yHNPyqazYYU, https://github.com/CASIA-IVA-Lab/FastSAM, 2306.12156, True, models -YOLO-NAS Object Detection, train-yolo-nas-on-custom-dataset.ipynb, https://blog.roboflow.com/yolo-nas-how-to-train-on-custom-dataset, https://youtu.be/V-H3eoPUnA8, https://github.com/Deci-AI/super-gradients/blob/master/YOLONAS.md, , True, models -Segment Anything Model (SAM), how-to-segment-anything-with-sam.ipynb, https://blog.roboflow.com/how-to-use-segment-anything-model-sam, https://youtu.be/D-D6ZmadzPE, https://github.com/facebookresearch/segment-anything, 2304.02643, True, models -Zero-Shot Object Detection with Grounding DINO, zero-shot-object-detection-with-grounding-dino.ipynb, https://blog.roboflow.com/grounding-dino-zero-shot-object-detection, https://youtu.be/cMa77r3YrDk, https://github.com/IDEA-Research/GroundingDINO, 2303.05499, True, models -DETR Transformer Object Detection, train-huggingface-detr-on-custom-dataset.ipynb, https://youtu.be/AM8D4j9KoaU, https://youtu.be/AM8D4j9KoaU, https://github.com/facebookresearch/detr, 2005.12872, True, models +YOLOv10 Object Detection, train-yolov10-object-detection-on-custom-dataset.ipynb, https://blog.roboflow.com/yolov10-how-to-train/, , https://github.com/THU-MIG/yolov10, 2405.14458, False, models +Zero-Shot Object Detection with YOLO-World, zero-shot-object-detection-with-yolo-world.ipynb, https://blog.roboflow.com/what-is-yolo-world/, https://www.youtube.com/watch?v=X7gKBGVz4vs, 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train-yolov8-object-detection-on-custom-dataset.ipynb, https://blog.roboflow.com/how-to-train-yolov8-on-a-custom-dataset, https://youtu.be/wuZtUMEiKWY, https://github.com/ultralytics/ultralytics, , True, models -YOLOv8 Pose Estimation, train-yolov8-keypoint.ipynb, https://blog.roboflow.com/train-a-custom-yolov8-pose-estimation-model/, , https://github.com/ultralytics/ultralytics, , True, models -YOLOv8 Oriented Bounding Boxes, train-yolov8-obb.ipynb, https:/blog.roboflow.com/train-yolov8-obb-model/, , https://github.com/ultralytics/ultralytics, , True, models -YOLOv8 Instance Segmentation, train-yolov8-instance-segmentation-on-custom-dataset.ipynb, https://blog.roboflow.com/how-to-train-yolov8-instance-segmentation/, https://youtu.be/pFiGSrRtaU4, https://github.com/ultralytics/ultralytics, , True, models -YOLOv8 Classification, train-yolov8-classification-on-custom-dataset.ipynb, https://blog.roboflow.com/how-to-train-a-yolov8-classification-model/, , https://github.com/ultralytics/ultralytics, , True, models +YOLOv8 Object Detection, train-yolov8-object-detection-on-custom-dataset.ipynb, https://blog.roboflow.com/how-to-train-yolov8-on-a-custom-dataset, https://youtu.be/wuZtUMEiKWY, https://github.com/ultralytics/ultralytics, , False, models +YOLOv8 Pose Estimation, train-yolov8-keypoint.ipynb, https://blog.roboflow.com/train-a-custom-yolov8-pose-estimation-model/, , https://github.com/ultralytics/ultralytics, , False, models +YOLOv8 Oriented Bounding Boxes, train-yolov8-obb.ipynb, https:/blog.roboflow.com/train-yolov8-obb-model/, , https://github.com/ultralytics/ultralytics, , False, models +YOLOv8 Instance Segmentation, train-yolov8-instance-segmentation-on-custom-dataset.ipynb, https://blog.roboflow.com/how-to-train-yolov8-instance-segmentation/, https://youtu.be/pFiGSrRtaU4, https://github.com/ultralytics/ultralytics, , False, models +YOLOv8 Classification, train-yolov8-classification-on-custom-dataset.ipynb, https://blog.roboflow.com/how-to-train-a-yolov8-classification-model/, , https://github.com/ultralytics/ultralytics, , False, models YOLOv7 Object Detection, train-yolov7-object-detection-on-custom-data.ipynb, https://blog.roboflow.com/yolov7-custom-dataset-training-tutorial, https://www.youtube.com/watch?v=5nsmXLyDaU4, https://github.com/WongKinYiu/yolov7, 2207.02696, False, models -YOLOv7 Instance Segmentation, train-yolov7-instance-segmentation-on-custom-data.ipynb, https://blog.roboflow.com/train-yolov7-instance-segmentation-on-custom-data, https://www.youtube.com/watch?v=vFGxM2KLs10, https://github.com/WongKinYiu/yolov7, 2207.02696, True, models +YOLOv7 Instance Segmentation, train-yolov7-instance-segmentation-on-custom-data.ipynb, https://blog.roboflow.com/train-yolov7-instance-segmentation-on-custom-data, https://www.youtube.com/watch?v=vFGxM2KLs10, https://github.com/WongKinYiu/yolov7, 2207.02696, False, models YOLOv7 Object Detection OpenVINO + TorchORT, train-yolov7-object-detection-on-custom-data-openvino-torch-ort.ipynb, https://blog.roboflow.com/accelerate-pytorch-openvino-torch-ort, ,https://github.com/roboflow-ai/yolov7, 2207.02696, False, models MT-YOLOv6 Object Detection, train-yolov6-object-detection-on-custom-data.ipynb, https://blog.roboflow.com/how-to-train-yolov6-on-a-custom-dataset, https://www.youtube.com/watch?v=fFCWrMFH2UY, https://github.com/meituan/YOLOv6, 2209.02976, False, models YOLOv5 Object Detection, train-yolov5-object-detection-on-custom-data.ipynb, https://blog.roboflow.com/how-to-train-yolov5-on-a-custom-dataset, https://youtu.be/watch?v=x0ThXHbtqCQ, https://github.com/ultralytics/yolov5, , False, models YOLOv5 Classification, train-yolov5-classification-on-custom-data.ipynb, https://blog.roboflow.com/train-yolov5-classification-custom-data, https://www.youtube.com/watch?v=DPjp9Kq4qn8, https://github.com/ultralytics/yolov5, , False, models -YOLOv5 Instance Segmentation, train-yolov5-instance-segmentation-on-custom-data.ipynb, https://blog.roboflow.com/train-yolov5-instance-segmentation-custom-dataset, https://www.youtube.com/watch?v=vKzfvtEtiYo, https://github.com/ultralytics/yolov5, , True, models +YOLOv5 Instance Segmentation, train-yolov5-instance-segmentation-on-custom-data.ipynb, https://blog.roboflow.com/train-yolov5-instance-segmentation-custom-dataset, https://www.youtube.com/watch?v=vKzfvtEtiYo, https://github.com/ultralytics/yolov5, , False, models Detection2 Instance Segmentation, train-detectron2-segmentation-on-custom-data.ipynb, https://blog.roboflow.com/how-to-train-detectron2, https://youtu.be/e8LPflX0nwQ, https://github.com/facebookresearch/detectron2, 1703.06870v3, False, models SegFormer Instance Segmentation, train-segformer-segmentation-on-custom-data.ipynb, https://blog.roboflow.com/how-to-train-segformer-on-a-custom-dataset-with-pytorch-lightning, https://www.youtube.com/watch?v=4HNkBMfw-2o, https://github.com/NVlabs/SegFormer, 2105.15203v3, False, models Vision Transformer Classification, train-vision-transformer-classification-on-custom-data.ipynb, https://blog.roboflow.com/how-to-train-vision-transformer, https://www.youtube.com/watch?v=8yRE2Pa-8_I,https://github.com/lucidrains/vit-pytorch, 2010.11929, False, models @@ -40,17 +40,17 @@ Resnet34 fast.ai Classification, train-resnet34-classification.ipynb, https://bl OpenAI Clip Classification, how-to-use-openai-clip-classification.ipynb, https://blog.roboflow.com/how-to-use-openai-clip, https://www.youtube.com/watch?v=8o701AEoZ8I, https://github.com/openai/CLIP, 2103.00020, False, models YOLOv4-tiny Darknet Object Detection, train-yolov4-tiny-object-detection-on-custom-data.ipynb, https://blog.roboflow.ai/train-yolov4-tiny-on-custom-data-lighting-fast-detection, https://www.youtube.com/watch?v=NTnZgLsk_DA, https://github.com/roboflow-ai/darknet, 2011.04244, False, models How to Estimate Vehicle Speed, how-to-estimate-vehicle-speed-with-computer-vision.ipynb, https://blog.roboflow.com/estimate-speed-computer-vision/, https://youtu.be/uWP6UjDeZvY, https://github.com/roboflow/supervision/tree/develop/examples/speed_estimation, , False, skills -Detect and Count Objects in Polygon Zone with YOLOv5 / YOLOv8 / Detectron2 + Supervision, how-to-detect-and-count-objects-in-polygon-zone.ipynb, https://blog.roboflow.com/how-to-count-objects-in-a-zone, https://youtu.be/l_kf9CfZ_8M, https://github.com/roboflow/supervision, , True, skills -Track and Count Vehicles with YOLOv8 + ByteTRACK + Supervision, how-to-track-and-count-vehicles-with-yolov8.ipynb, https://blog.roboflow.com/yolov8-tracking-and-counting/, https://youtu.be/OS5qI9YBkfk, https://github.com/roboflow/supervision, 2110.06864, True, skills -Football Players Tracking with YOLOv5 + ByteTRACK, how-to-track-football-players.ipynb, https://blog.roboflow.com/track-football-players, https://youtu.be/QCG8QMhga9k, https://github.com/ifzhang/ByteTrack, 2110.06864, True, skills -Auto Train YOLOv8 Model with Autodistill, how-to-auto-train-yolov8-model-with-autodistill.ipynb, https://blog.roboflow.com/autodistill, https://youtu.be/gKTYMfwPo4M, https://github.com/autodistill/autodistill, , True, skills -Image Embeddings Analysis - Part 1, image_embeddings_analysis_part_1.ipynb, , https://youtu.be/YxJkE6FvGF4, https://github.com/openai/CLIP, 2103.00020, True, skills -Automated Dataset Annotation and Evaluation with Grounding DINO and SAM, automated-dataset-annotation-and-evaluation-with-grounding-dino-and-sam.ipynb, https://blog.roboflow.com/enhance-image-annotation-with-grounding-dino-and-sam/, https://youtu.be/oEQYStnF2l8, https://github.com/IDEA-Research/GroundingDINO, 2303.05499, True, skills -Automated Dataset Annotation and Evaluation with Grounding DINO, automated-dataset-annotation-and-evaluation-with-grounding-dino.ipynb, , https://youtu.be/C4NqaRBz_Kw, https://github.com/IDEA-Research/GroundingDINO, 2303.05499, True, skills -Roboflow Video Inference with Custom Annotators, roboflow_video_inference_with_custom_annotators.ipynb, https://blog.roboflow.com/custom-annotator-video-inference, ,https://github.com/roboflow/inference, , True, skills +Detect and Count Objects in Polygon Zone with YOLOv5 / YOLOv8 / Detectron2 + Supervision, how-to-detect-and-count-objects-in-polygon-zone.ipynb, https://blog.roboflow.com/how-to-count-objects-in-a-zone, https://youtu.be/l_kf9CfZ_8M, https://github.com/roboflow/supervision, , False, skills +Track and Count Vehicles with YOLOv8 + ByteTRACK + Supervision, how-to-track-and-count-vehicles-with-yolov8.ipynb, https://blog.roboflow.com/yolov8-tracking-and-counting/, https://youtu.be/OS5qI9YBkfk, https://github.com/roboflow/supervision, 2110.06864, False, skills +Football Players Tracking with YOLOv5 + ByteTRACK, how-to-track-football-players.ipynb, https://blog.roboflow.com/track-football-players, https://youtu.be/QCG8QMhga9k, https://github.com/ifzhang/ByteTrack, 2110.06864, False, skills +Auto Train YOLOv8 Model with Autodistill, how-to-auto-train-yolov8-model-with-autodistill.ipynb, https://blog.roboflow.com/autodistill, https://youtu.be/gKTYMfwPo4M, https://github.com/autodistill/autodistill, , False, skills +Image Embeddings Analysis - Part 1, image_embeddings_analysis_part_1.ipynb, , https://youtu.be/YxJkE6FvGF4, https://github.com/openai/CLIP, 2103.00020, False, skills +Automated Dataset Annotation and Evaluation with Grounding DINO and SAM, automated-dataset-annotation-and-evaluation-with-grounding-dino-and-sam.ipynb, https://blog.roboflow.com/enhance-image-annotation-with-grounding-dino-and-sam/, https://youtu.be/oEQYStnF2l8, https://github.com/IDEA-Research/GroundingDINO, 2303.05499, False, skills +Automated Dataset Annotation and Evaluation with Grounding DINO, automated-dataset-annotation-and-evaluation-with-grounding-dino.ipynb, , https://youtu.be/C4NqaRBz_Kw, https://github.com/IDEA-Research/GroundingDINO, 2303.05499, False, skills +Roboflow Video Inference with Custom Annotators, roboflow_video_inference_with_custom_annotators.ipynb, https://blog.roboflow.com/custom-annotator-video-inference, ,https://github.com/roboflow/inference, , False, skills DINO-GPT-4V Object Detection, dino-gpt4v-autodistill.ipynb, https://blog.roboflow.com/dino-gpt-4v/, , , , False, skills -Train a Segmentation Model with No Labeling, train-segmentation-model-with-no-labeling.ipynb, https://blog.roboflow.com/train-a-segmentation-model-no-labeling/, , https://github.com/autodistill/autodistill, , True, skills -Train a YOLOv8 Classification Model with No Labeling, how-to-train-yolov8-classification-no-labeling.ipynb, https://blog.roboflow.com/train-classification-model-no-labeling/, , https://github.com/ultralytics/ultralytics, , True, models +Train a Segmentation Model with No Labeling, train-segmentation-model-with-no-labeling.ipynb, https://blog.roboflow.com/train-a-segmentation-model-no-labeling/, , https://github.com/autodistill/autodistill, , False, skills +Train a YOLOv8 Classification Model with No Labeling, how-to-train-yolov8-classification-no-labeling.ipynb, https://blog.roboflow.com/train-classification-model-no-labeling/, , https://github.com/ultralytics/ultralytics, , False, models DINOv2 Image Retrieval, dinov2-image-retrieval.ipynb, , , https://github.com/facebookresearch/dinov2/, 2304.07193, False, skills Vector Analysis with Scikit-learn and Bokeh, vector-analysis-with-sklearn-and-bokeh.ipynb, https://blog.roboflow.com/vector-analysis, , , , False, skills RF100 Object Detection Model Benchmarking, how-to-use-rf100.ipynb, https://blog.roboflow.com/roboflow-100, https://youtu.be/jIgZMr-PBMo, https://github.com/roboflow-ai/roboflow-100-benchmark, 2211.13523, False, skills