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Automated Clustering

cluster Detection

This plugin is a Python plugin that allows for you to find the clusters in your dataset!

🔎 Find those pesky clusters in just a few minutes!

Installation

fiftyone plugins download https://github.com/danielgural/clustering_algorithms

Operators

cluster_samples

Finds clusters in your dataset based on embeddings from FiftyOne Model Zoo. Choose which algorithm you want to use to find clusters in your dataset.

Make sure to take advantage of optional inputs such as finding clusters within a specific class, tagging clusters, or optionally regenerating embeddings from a different model!

Cluster Detection Algorithms Used From sklearn

Supported Embedding Models

Model Name Framework
alexnet-imagenet-torch Torch
classification-transformer-torch Torch
clip-vit-base32-torch Torch
densenet121-imagenet-torch Torch
densenet161-imagenet-torch Torch
densenet169-imagenet-torch Torch
densenet201-imagenet-torch Torch
detection-transformer-torch Torch
dinov2-vitb14-torch Torch
dinov2-vitg14-torch Torch
dinov2-vitl14-torch Torch
dinov2-vits14-torch Torch
googlenet-imagenet-torch Torch
inception-resnet-v2-imagenet-tf1 TF1
inception-v3-imagenet-torch Torch
inception-v4-imagenet-tf1 TF1
mobilenet-v2-imagenet-tf1 TF1
mobilenet-v2-imagenet-torch Torch
open-clip-torch Torch
resnet-v1-50-imagenet-tf1 TF1
resnet-v2-50-imagenet-tf1 TF1
resnet101-imagenet-torch Torch
resnet152-imagenet-torch Torch
resnet18-imagenet-torch Torch
resnet34-imagenet-torch Torch
resnet50-imagenet-torch Torch
resnext101-32x8d-imagenet-torch Torch
resnext50-32x4d-imagenet-torch Torch
vgg11-bn-imagenet-torch Torch
vgg11-imagenet-torch Torch
vgg13-bn-imagenet-torch Torch
vgg13-imagenet-torch Torch
vgg16-bn-imagenet-torch Torch
vgg16-imagenet-tf1 TF1
vgg16-imagenet-torch Torch
vgg19-bn-imagenet-torch Torch
vgg19-imagenet-torch Torch
wide-resnet101-2-imagenet-torch Torch
wide-resnet50-2-imagenet-torch Torch
zero-shot-classification-transformer-torch Torch
zero-shot-detection-transformer-torch Torch

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A repository for the FiftyOne Plugin Clustering Algorithms

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