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OTE Algorithms

This folder contains sub-projects implementing OTE SDK Task interfaces for different algorithms. Every sub-project is fully indepedent from each other, and each of them has its own dependencies and init_venv.sh script to initialize virtual environment.

Anomaly Classification

ID Name Complexity (GFlops) Model size (MB) Path
ote_anomaly_classification_padim PADIM 3.9 168.4 anomaly/configs/classification/padim/template.yaml
ote_anomaly_classification_stfpm STFPM 5.6 21.1 anomaly/configs/classification/stfpm/template.yaml

Anomaly Detection

ID Name Complexity (GFlops) Model size (MB) Path
ote_anomaly_detection_padim PADIM 3.9 168.4 anomaly/configs/detection/padim/template.yaml
ote_anomaly_detection_stfpm STFPM 5.6 21.1 anomaly/configs/detection/stfpm/template.yaml

Anomaly Segmentation

ID Name Complexity (GFlops) Model size (MB) Path
ote_anomaly_segmentation_padim PADIM 3.9 168.4 anomaly/configs/segmentation/padim/template.yaml
ote_anomaly_segmentation_stfpm STFPM 5.6 21.1 anomaly/configs/segmentation/stfpm/template.yaml

Image Classification

ID Name Complexity (GFlops) Model size (MB) Path
Custom_Image_Classification_MobileNet-V3-large-1x MobileNet-V3-large-1x 0.44 4.29 model-preparation-algorithm/configs/classification/mobilenet_v3_large_1_cls_incr/template.yaml
Custom_Image_Classification_EfficinetNet-B0 EfficientNet-B0 0.81 4.09 model-preparation-algorithm/configs/classification/efficientnet_b0_cls_incr/template.yaml
Custom_Image_Classification_EfficientNet-V2-S EfficientNet-V2-S 5.76 20.23 model-preparation-algorithm/configs/classification/efficientnet_v2_s_cls_incr/template.yaml

Object Detection

ID Name Complexity (GFlops) Model size (MB) Path
Custom_Object_Detection_YOLOX YOLOX 6.5 20.4 model-preparation-algorithm/configs/detection/cspdarknet_yolox_cls_incr/template.yaml
Custom_Object_Detection_Gen3_SSD SSD 9.4 7.6 model-preparation-algorithm/configs/detection/mobilenetv2_ssd_cls_incr/template.yaml
Custom_Object_Detection_Gen3_ATSS ATSS 20.6 9.1 model-preparation-algorithm/configs/detection/mobilenetv2_atss_cls_incr/template.yaml

Instance Segmentation (Object Counting)

ID Name Complexity (GFlops) Model size (MB) Path
Custom_Counting_Instance_Segmentation_MaskRCNN_EfficientNetB2B MaskRCNN-EfficientNetB2B 68.48 13.27 model-preparation-algorithm/configs/instance-segmentation/efficientnetb2b_maskrcnn/template.yaml
Custom_Counting_Instance_Segmentation_MaskRCNN_ResNet50 MaskRCNN-ResNet50 533.8 177.9 model-preparation-algorithm/configs/instance-segmentation/resnet50_maskrcnn/template.yaml

Rotated Object Detection

ID Name Complexity (GFlops) Model size (MB) Path
Custom_Rotated_Detection_via_Instance_Segmentation_MaskRCNN_EfficientNetB2B MaskRCNN-EfficientNetB2B 68.48 13.27 model-preparation-algorithm/configs/rotated-detection/efficientnetb2b_maskrcnn/template.yaml
Custom_Rotated_Detection_via_Instance_Segmentation_MaskRCNN_ResNet50 MaskRCNN-ResNet50 533.8 177.9 model-preparation-algorithm/configs/rotated-detection/resnet50_maskrcnn/template.yaml

Semantic Segmentation

ID Name Complexity (GFlops) Model size (MB) Path
Custom_Semantic_Segmentation_Lite-HRNet-s-mod2_OCR Lite-HRNet-s-mod2 1.82 3.5 model-preparation-algorithm/configs/segmentation/ocr-lite-hrnet-s-mod2/template.yaml
Custom_Semantic_Segmentation_Lite-HRNet-18_OCR Lite-HRNet-18 3.45 4.5 model-preparation-algorithm/configs/segmentation/ocr-lite-hrnet-18/template.yaml
Custom_Semantic_Segmentation_Lite-HRNet-18-mod2_OCR Lite-HRNet-18-mod2 3.63 4.8 model-preparation-algorithm/configs/segmentation/ocr-lite-hrnet-18-mod2/template.yaml
Custom_Semantic_Segmentation_Lite-HRNet-x-mod3_OCR Lite-HRNet-x-mod3 13.97 6.4 model-preparation-algorithm/configs/segmentation/ocr-lite-hrnet-x-mod3/template.yaml