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!
fiftyone plugins download https://github.com/danielgural/outlier_detectionFinds 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!
| 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 |