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1.4k

8.6k

bsd-2-clause

145

A Python Library for Outlier and Anomaly Detection, Integrating Classical and Deep Learning Techniques

python anomaly python3 outliers autoencoder data-mining data-science data-analysis deep-learning fraud-detection neural-networks machine-learning anomaly-detection novelty-detection outlier-detection outlier-ensembles unsupervised-learning out-of-distribution-detection

Created 2017-10-03

1,870 commits to master branch, last one 9 days ago

fastdup visual-layer

77

1.6k

other

24

fastdup is a powerful, free tool designed to rapidly generate valuable insights from image and video datasets. It helps enhance the quality of both images and labels, while significantly reducing data...

image python dataset data-curation deep-learning visual-search visualization image-analysis image-processing image-similarity machine-learning object-detection data-augmentation novelty-detection outlier-detection image-classfication visualization-tools image-classification image-duplicate-detection

Created 2022-05-11

1,322 commits to main branch, last one 2 months ago

OpenOOD Jingkang50

111

871

mit

9

Benchmarking Generalized Out-of-Distribution Detection

robustness anomaly-detection novelty-detection outlier-detection open-set-recognition out-of-distribution-detection

Created 2021-11-29

721 commits to main branch, last one about a month ago

Awesome-Out-Of-Distribution-Detection huytransformer

67

815

cc0-1.0

37

Out-of-distribution detection, robustness, and generalization resources. The repository contains a curated list of papers, tutorials, books, videos, articles and open-source libraries etc

ood awesome open-world robustness awesome-list ood-detection anomaly-detection novelty-detection outlier-detection distribution-shift ood-generalization openset-recognition out-of-distribution open-set-recognition out-of-distribution-detection out-of-distribution-generalization

Created 2023-08-07

77 commits to main branch, last one 6 hours ago

awesome-video-anomaly-detection fjchange

102

595

unknown

31

Papers for Video Anomaly Detection, released codes collection, Performance Comparision.

papers awesome anomalies detection deep-learning abnormal-events novelty-detection surveillance-videos video-anomaly-detection

Created 2019-09-19

128 commits to master branch, last one 2 years ago

OODSurvey Jingkang50

39

447

unknown

14

The Official Repository for "Generalized OOD Detection: A Survey"

ood-detection anomaly-detection novelty-detection outlier-detection open-set-recognition out-of-distribution-detection

Created 2021-08-18

36 commits to main branch, last one 2 years ago

ADRepository-Anomaly-detection-datasets GuansongPang

59

375

gpl-3.0

7

ADRepository: Real-world anomaly detection datasets, including tabular data (categorical and numerical data), time series data, graph data, image data, and video data.

dataset anomaly-detection novelty-detection outlier-detection graph-anomaly-detection image-anomaly-detection video-anomaly-detection out-of-distribution-detection time-series-anomaly-detection unsupervised-anomaly-detection semi-supervised-anomaly-detection weakly-supervised-anomaly-detection

Created 2020-10-15

45 commits to main branch, last one about a year ago

CSI alinlab

63

275

unknown

7

CSI: Novelty Detection via Contrastive Learning on Distributionally Shifted Instances (NeurIPS 2020)

anomaly-detection novelty-detection contrastive-learning out-of-distribution-detection

Created 2020-07-16

11 commits to master branch, last one 3 years ago

pytorch-ood kkirchheim

24

252

apache-2.0

4

👽 Out-of-Distribution Detection with PyTorch

pytorch deep-learning ood-detection neural-network anomaly-detection novelty-detection open-set-recognition confidence-estimation

Created 2022-08-22

348 commits to dev branch, last one 12 days ago

novelty-detection aimagelab

60

196

mit

12

Latent space autoregression for novelty detection.

cvpr2019 deep-learning computer-vision anomaly-detection novelty-detection unsupervised-learning

Created 2018-11-15

29 commits to master branch, last one about a year ago

skip-ganomaly samet-akcay

64

191

mit

9

Source code for Skip-GANomaly paper

ijcnn pytorch anomaly-detection novelty-detection

This repository has been archived (exclude archived)

Created 2018-05-30

128 commits to master branch, last one 3 years ago

entropic-out-of-distribution-detection dlmacedo

10

74

apache-2.0

4

A project to add scalable state-of-the-art out-of-distribution detection (open set recognition) support by changing two lines of code! Perform efficient inferences (i.e., do not increase inference tim...

ood osr pytorch open-set ai-safety deep-learning ood-detection trustworthy-ai machine-learning anomaly-detection novelty-detection out-of-distribution open-set-recognition robust-machine-learning trustworthy-machine-learning out-of-distribution-detection

Created 2019-08-16

50 commits to master branch, last one 2 years ago

OOD-detection-using-OECC nazim1021

8

69

unknown

5

Outlier Exposure with Confidence Control for Out-of-Distribution Detection

pytorch calibration deep-learning in-distribution outlier-exposure anomaly-detection novelty-detection confidence-control out-of-distribution-detection

Created 2019-12-13

250 commits to master branch, last one 3 years ago

osr-ood-ad-methods taslimisina

7

60

mit

3

This is the official repository for the paper "A Unified Survey on Anomaly, Novelty, Open-Set, and Out-of-Distribution Detection: Solutions and Future Challenges".

anomaly-detection novelty-detection open-set-recognition out-of-distribution-detection

Created 2022-05-07

56 commits to main branch, last one 2 years ago

distinction-maximization-loss dlmacedo

5

45

apache-2.0

3

A project to improve out-of-distribution detection (open set recognition) and uncertainty estimation by changing a few lines of code in your project! Perform efficient inferences (i.e., do not increas...

ood osr pytorch open-set ai-safety deep-learning ood-detection classification trustworthy-ai machine-learning anomaly-detection novelty-detection out-of-distribution open-set-recognition uncertainty-estimation robust-machine-learning trustworthy-machine-learning out-of-distribution-detection

Created 2022-05-10

40 commits to master branch, last one 2 years ago