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1.3k

8.1k

bsd-2-clause

145

A Comprehensive and Scalable Python Library for Outlier Detection (Anomaly Detection)

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

1,820 commits to master branch, last one 5 days ago

fastdup visual-layer

75

1.5k

other

21

fastdup is a powerful free tool designed to rapidly extract valuable insights from your image & video datasets. Assisting you to increase your dataset images & labels quality and reduce your data oper...

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

1,320 commits to main branch, last one 7 days ago

OpenOOD Jingkang50

96

786

mit

8

Benchmarking Generalized Out-of-Distribution Detection

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

Created 2021-11-29

696 commits to main branch, last one 13 days ago

awesome-video-anomaly-detection fjchange

98

567

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

38

434

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 about a year ago

ADRepository-Anomaly-detection-datasets GuansongPang

55

340

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 9 months ago

CSI alinlab

63

271

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

19

220

apache-2.0

5

👽 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

328 commits to dev branch, last one 7 days ago

novelty-detection aimagelab

59

198

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

63

186

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

75

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 about a year 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

52

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 about a year 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 about a year ago