Search Results - RepositoryStats

Awesome-Out-Of-Distribution-Detection huytransformer

75

907

cc0-1.0

38

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

80 commits to main branch, last one 5 days ago

OODSurvey Jingkang50

40

455

unknown

15

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

pytorch-ood kkirchheim

29

287

apache-2.0

3

👽 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

384 commits to dev branch, last one 19 days ago

RoboDepth ldkong1205

33

275

unknown

20

[NeurIPS 2023] RoboDepth: Robust Out-of-Distribution Depth Estimation under Corruptions

robustness ood-detection depth-estimation autonomous-driving

Created 2022-12-16

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

PEBAL tianyu0207

20

139

unknown

3

[ECCV'22 Oral] Pixel-wise Energy-biased Abstention Learning for Anomaly Segmentation on Complex Urban Driving Scenes

pytorch cityscapes deep-learning ood-detection anomaly-detection semantic-segmentation

Created 2021-11-24

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

CLIPN xmed-lab

13

136

mit

2

ICCV 2023: CLIPN for Zero-Shot OOD Detection: Teaching CLIP to Say No

clip iccv2023 zero-shot ood-detection unsupervised-prompt-learning

Created 2023-08-16

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

RPL yyliu01

15

129

mit

3

[ICCV'23] Residual Pattern Learning for Pixel-wise Out-of-Distribution Detection in Semantic Segmentation

iccv2023 ood-detection anomaly-detection anomaly-segmentation

Created 2022-11-26

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

DEAR Cogito2012

19

128

apache-2.0

4

[ICCV 2021 Oral] Deep Evidential Action Recognition

debiasing ood-detection model-calibration action-recognition openset-recognition video-understanding evidential-deep-learning uncertainty-quantification

Created 2021-02-24

1,137 commits to master branch, last one about a year ago

MOOD dvlab-research

7

127

unknown

2

Official PyTorch implementation of MOOD series: (1) MOODv1: Rethinking Out-of-distributionDetection: Masked Image Modeling Is All You Need. (2) MOODv2: Masked Image Modeling for Out-of-Distribution...

pytorch cvpr2023 ood-detection outlier-detection masked-image-modeling

Created 2023-02-06

38 commits to master branch, last one 9 months ago

FSSD_OoD_Detection megvii-research

13

80

mit

6

[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 4 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 2 years ago

robust-ood-detection jfc43

10

72

apache-2.0

4

Robust Out-of-distribution Detection in Neural Networks

ood-detection machine-learning adversarial-attacks

Created 2020-03-20

11 commits to master branch, last one 3 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

informative-outlier-mining jfc43

11

57

apache-2.0

2

We propose a theoretically motivated method, Adversarial Training with informative Outlier Mining (ATOM), which improves the robustness of OOD detection to various types of adversarial OOD inputs and ...

robustness ood-detection informative-outlier-mining

Created 2020-06-30

34 commits to master branch, last one 3 years ago

awesome-out-of-distribution-detection miniHuiHui

5

56

unknown

2

Paper of out of distribution detection and generalization

ood ood-detection out-of-distribution-detection

Created 2023-01-10

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

Mask2Anomaly-Unmasking-Anomalies-in-Road-Scene-Segmentation shyam671

10

54

unknown

3

[ICCV'23 Oral] Unmasking Anomalies in Road-Scene Segmentation

iccv2023 segmentation transformers ood-detection ood-robustness anomaly-detection mask-classification unknown-segmentation semantic-segmentation out-of-distribution-detection

Created 2023-04-02

76 commits to main branch, last one 12 months ago

well-classified-examples-are-underestimated lancopku

2

51

apache-2.0

3

Code for the AAAI 2022 publication "Well-classified Examples are Underestimated in Classification with Deep Neural Networks"

transformer deep-learning ood-detection classification cross-entropy-loss adversarial-attacks imbalanced-learning image-classification graph-neural-networks

Created 2021-10-13

23 commits to main branch, last one 2 years ago

Generalized-ODIN-TF sayakpaul

5

45

apache-2.0

3

TensorFlow 2 implementation of the paper Generalized ODIN: Detecting Out-of-distribution Image without Learning from Out-of-distribution Data (https://arxiv.org/abs/2002.11297).

keras vision robustness tensorflow2 ood-detection

Created 2021-04-08

45 commits to main branch, last one 3 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

ICLR2024-REDL MengyuanChen21

3

38

mit

1

[ICLR 2024 Spotlight] R-EDL: Relaxing Nonessential Settings of Evidential Deep Learning

iclr2024 ood-detection evidential-deep-learning uncertainty-quantification out-of-distribution-detection

Created 2024-02-20

10 commits to main branch, last one 5 months ago

NeurIPS2024-CSP MengyuanChen21

0

35

unknown

1

[NeurIPS 2024] Conjugated Semantic Pool Improves OOD Detection with Pre-trained Vision-Language Models

zero-shot neurips-2024 ood-detection vision-language-model

Created 2024-09-27

11 commits to main branch, last one 6 months ago

OCCUQ ika-rwth-aachen

1

31

apache-2.0

4

[ICRA2025] OCCUQ: Exploring Efficient Uncertainty Quantification for 3D Occupancy Prediction

icra icra2025 ood-detection uncertainty-estimation 3d-occupancy-prediction uncertainty-quantification

Created 2025-02-19

36 commits to main branch, last one 6 days ago

TPL linhaowei1

3

30

unknown

1

✌[ICLR 2024] Class Incremental Learning via Likelihood Ratio Based Task Prediction

ood-detection continual-learning likelihood-ratio-test class-incremental-learning

Created 2023-09-25

16 commits to main branch, last one 5 months ago

NegLabel XueJiang16

4

26

apache-2.0

1

[ICLR 2024 Spotlight] "Negative Label Guided OOD Detection with Pretrained Vision-Language Models"

ood ood-detection vision-and-language

Created 2024-02-19

22 commits to main branch, last one 6 months ago

SyncOOD CVMI-Lab

1

25

apache-2.0

2

(ECCV 2024) Can OOD Object Detectors Learn from Foundation Models?

eccv2024 deep-learning ood-detection synthetic-data open-world-data object-detection

Created 2024-09-06

9 commits to main branch, last one 4 months ago