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.
Outlier Detection#
This plugin is a Python plugin that allows for you to find the outliers in your dataset!
Find those pesky outliers in just a few minutes!
Installation#
fiftyone plugins download https://github.com/danielgural/outlier_detection
Operators#
outlier_detection#
Finds outliers in your dataset based on embeddings from FiftyOne Model Zoo. Choose which algorithm you want to use to find outliers in your dataset.
Make sure to take advantage of optional inputs such as finding outliers within a specific class, tagging outliers, or optionally regenerating embeddings from a different model!
Currently only Local Outlier Factor is supported, but more will come soon and feel free to contribute your own!
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 |