Search Results - RepositoryStats

cleanlab cleanlab

753

9.8k

agpl-3.0

90

The standard data-centric AI package for data quality and machine learning with messy, real-world data and labels.

Created 2018-05-11

1,745 commits to master branch, last one 11 days ago

pyod yzhao062

1.4k

8.7k

bsd-2-clause

146

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

1,872 commits to master branch, last one a day ago

Bayesian-Neural-Networks JavierAntoran

303

1.9k

mit

28

Pytorch implementations of Bayes By Backprop, MC Dropout, SGLD, the Local Reparametrization Trick, KF-Laplace, SG-HMC and more

Created 2019-03-11

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

awesome_OpenSetRecognition_list iCGY96

148

1.1k

unknown

38

A curated list of papers & resources linked to open set recognition, out-of-distribution, open set domain adaptation and open world recognition

open-set open-source awesome-list open-set-recognition open-word-recognition open-set-domain-adaptation out-of-distribution-detection

Created 2019-01-16

154 commits to master branch, last one 9 months ago

OpenOOD Jingkang50

115

895

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

723 commits to main branch, last one 4 days ago

Awesome-Out-Of-Distribution-Detection huytransformer

69

838

cc0-1.0

36

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

anomaly awesome open-set open-world robustness awesome-lists ood-detection ood-robustness anomaly-detection novelty-detection outlier-detection ood-generalization distribution-shifts open-world-learning out-of-distribution open-set-recognition out-of-distribution-detection out-of-distribution-robustness out-of-distribution-generalization

Created 2023-08-07

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

outlier-exposure hendrycks

108

548

apache-2.0

19

Deep Anomaly Detection with Outlier Exposure (ICLR 2019)

anomaly pytorch ml-safety calibration deep-learning anomaly-detection out-of-distribution-detection

Created 2018-05-22

42 commits to master branch, last one 3 years ago

OODSurvey Jingkang50

39

450

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

378

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

ss-ood hendrycks

31

266

mit

8

Self-Supervised Learning for OOD Detection (NeurIPS 2019)

ml-safety robustness uncertainty self-supervised self-supervised-learning out-of-distribution-detection

Created 2019-06-10

15 commits to master branch, last one 3 years ago

anomaly-seg hendrycks

20

157

mit

10

The Combined Anomalous Object Segmentation (CAOS) Benchmark

ml-safety segmentation carla-simulator anomaly-detection out-of-distribution-detection

Created 2019-11-25

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

ARPL iCGY96

27

154

mit

3

[TPAMI 2022] Adversarial Reciprocal Points Learning for Open Set Recognition

openset openset-recognition open-set-recognition openset-classification out-of-distribution-detection

Created 2020-11-08

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

OKD-Reading-List thuiar

24

120

bsd-3-clause

6

Papers for Open Knowledge Discovery

computer-vision deep-clustering intent-discovery machine-learning open-set-recognition out-of-domain-detection open-world-classification natural-language-processing out-of-distribution-detection natural-language-understanding

Created 2020-09-23

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

pre-training hendrycks

17

100

apache-2.0

7

Pre-Training Buys Better Robustness and Uncertainty Estimates (ICML 2019)

ml-safety pretrained robustness calibration uncertainty data-corruption adversarial-examples out-of-distribution-detection

Created 2019-01-28

10 commits to master branch, last one 2 years ago

masksembles nikitadurasov

15

100

mit

6

Official repository for the paper "Masksembles for Uncertainty Estimation" (CVPR 2021).

paper torch tensorflow deep-learning computer-vision uncertainty-estimation uncertainty-quantification uncertainty-neural-networks out-of-distribution-detection

Created 2021-03-03

34 commits to main branch, last one 10 months ago

FLNK conditionWang

11

83

unknown

6

Federated Learning with New Knowledge -- explore to incorporate various new knowledge into existing FL systems and evolve these systems to reduce costs, extend their lifespan, and facilitate sustainab...

sustainability domain-adaptation foundation-models continual-learning federated-learning domain-generalization large-language-models multiparty-computation out-of-distribution-detection

Created 2022-11-09

39 commits to main branch, last one 10 months ago

FSSD_OoD_Detection megvii-research

12

80

mit

7

[SafeAI'21] Feature Space Singularity for Out-of-Distribution Detection.

anomaly ai-safety ood-detection anomaly-detection out-of-distribution-detection

Created 2020-08-05

15 commits to master branch, last one 3 years ago

GraphOOD-GNNSafe qitianwu

5

76

unknown

4

The official implementation for ICLR23 paper "GNNSafe: Energy-based Out-of-Distribution Detection for Graph Neural Networks"

pytorch large-graph deep-learning trustworthy-ai anamoly-detection label-propagation outlier-detection pytorch-geometric distribution-shift node-classification graph-neural-networks artificial-intelligence geometric-deep-learning out-of-distribution-detection out-of-distribution-generalization

Created 2023-01-24

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

MCM deeplearning-wisc

9

75

unknown

4

PyTorch implementation of MCM (Delving into out-of-distribution detection with vision-language representations), NeurIPS 2022

vision-language contrastive-learning representation-learning out-of-distribution-detection

Created 2022-10-09

208 commits to main branch, last one 9 months 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

Adaptive-Decision-Boundary thuiar

12

73

unknown

3

Deep Open Intent Classification with Adaptive Decision Boundary (AAAI 2021)

aaai2021 intent-detection open-classification artificial-intelligence natural-language-processing out-of-distribution-detection

Created 2020-12-18

55 commits to main branch, last one 2 years ago

APR iCGY96

9

72

mit

3

[ICCV 2021] Amplitude-Phase Recombination: Rethinking Robustness of Convolutional Neural Networks in Frequency Domain

imagenet-c robustness frequency-analysis domain-generalization out-of-distribution-detection

Created 2021-08-19

17 commits to main branch, last one 2 years ago

ICCV21_SCOOD Jingkang50

9

70

mit

2

The Official Implementation of the ICCV-2021 Paper: Semantically Coherent Out-of-Distribution Detection.

ood ood-detection computer-vision model-robustness out-of-distribution out-of-distribution-detection

Created 2021-08-20

7 commits to main branch, last one 3 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

61

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