Git Product home page Git Product logo

outlier_detection's Introduction

Outlier Detection

Outlier Detection

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

๐Ÿ”Ž 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!

Outlier Detection Inputs

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

outlier_detection's People

Contributors

danielgural avatar

Stargazers

Lefutonku avatar Dickson Neoh avatar Andrei Popovici avatar Sergio Martinez avatar Jacob Marks avatar Brian Moore avatar

Watchers

 avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.