Note

This is a community plugin, an external project maintained by its respective author. Community plugins are not part of FiftyOne core and may change independently. Please review each plugin’s documentation and license before use.

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