Search Results - RepositoryStats

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

FAN NVlabs

28

470

other

21

Official PyTorch implementation of Fully Attentional Networks

coco backbone imagenet pre-train cityscapes corruption deep-learning self-attention visual-grouping object-detection visual-recognition out-of-distribution vision-transformers image-classification semantic-segmentation information-bottleneck

Created 2022-04-20

18 commits to master branch, last one 2 years ago

imagenet-r hendrycks

18

258

mit

8

ImageNet-R(endition) and DeepAugment (ICCV 2021)

ml-safety robustness domain-adaptation out-of-distribution domain-generalization

Created 2020-02-28

20 commits to master branch, last one 3 years ago

DSU lixiaotong97

16

147

unknown

3

[ICLR 2022] Official pytorch implementation of "Uncertainty Modeling for Out-of-Distribution Generalization" in International Conference on Learning Representations (ICLR) 2022.

iclr2022 out-of-distribution domain-generalization

Created 2022-02-08

4 commits to main branch, last one 2 years ago

AugMax VITA-Group

19

125

mit

8

[NeurIPS'21] "AugMax: Adversarial Composition of Random Augmentations for Robust Training" by Haotao Wang, Chaowei Xiao, Jean Kossaifi, Zhiding Yu, Animashree Anandkumar, and Zhangyang Wang.

imagenet-c model-robustness out-of-distribution adversarial-learning normalization-techniques

Created 2021-09-28

8 commits to main branch, last one 3 years ago

SubpopBench YyzHarry

13

102

mit

5

[ICML 2023] Change is Hard: A Closer Look at Subpopulation Shift

icml subgroup benchmark icml-2023 subpopulation ood-robustness class-imbalance ood-generalization out-of-distribution subpopulation-shift domain-generalization spurious-correlations

Created 2023-02-22

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

CAL yongduosui

8

79

unknown

4

[KDD 2022] "Causal Attention for Interpretable and Generalizable Graph Classification" by Yongduo Sui, Xiang Wang, Jiancan Wu, Min Lin, Xiangnan He, Tat-Seng Chua.

causal-inference out-of-distribution graph-neural-networks

Created 2022-02-10

26 commits to main branch, last one about a year 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

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

GTrans ChandlerBang

5

56

unknown

3

[ICLR'23] Implementation of "Empowering Graph Representation Learning with Test-Time Graph Transformation"

robustness data-centric distribution-shift adversarial-attacks out-of-distribution test-time-adaptation graph-neural-networks

Created 2023-02-26

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

large_vlm_distillation_ood xuanlinli17

4

55

mit

1

Distilling Large Vision-Language Model with Out-of-Distribution Generalizability (ICCV 2023)

deep-learning open-vocabulary machine-learning few-shot-learning zero-shot-learning out-of-distribution out-of-distribution-generalization

Created 2023-06-14

18 commits to main branch, last one 8 months ago

STONE-KDD-2024 PoorOtterBob

3

48

unknown

1

Official repository of STONE (KDD 2024)

spatio-temporal out-of-distribution

Created 2024-04-05

79 commits to main branch, last one 6 months 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

imagenet_d chenshuang-zhang

5

40

mit

2

[CVPR 2024 Highlight] ImageNet-D

dataset imagenet benchmark robustness recognition multi-modality synthetic-data computer-vision diffusion-models stable-diffusion generative-models image-recognition out-of-distribution large-language-model vision-language-model text-to-image-synthesis

Created 2024-03-14

6 commits to main branch, last one 2 months ago

EM-BPL-Semi-Seg moucheng2017

1

39

unknown

2

[MICCAI 2022 Best Paper Finalist] Bayesian Pseudo Labels: Expectation Maximization for Robust and Efficient Semi Supervised Segmentation

lung brats miccai bayesian miccai2022 robustness miccai-2022 em-algorithm segmentation computervision computer-vision adversarial-attacks out-of-distribution vessel-segmentation variational-inference medical-image-computing expectation-maximization semi-supervised-learning

Created 2022-05-24

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

ZoomIsAllYouNeed taesiri

2

37

mit

5

Official code and data for NeurIPS 2023 paper "ImageNet-Hard: The Hardest Images Remaining from a Study of the Power of Zoom and Spatial Biases in Image Classification"

ood neurips imagenet imagenet-hard object-detection image-recognition out-of-distribution

Created 2023-03-09

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

bpc_calibration akhtarvision

2

31

mit

2

[CVPR 2023] Bridging Precision and Confidence: A Train-Time Loss for Calibrating Object Detection

pytorch calibration deep-learning computer-vision in-distribution object-detection model-calibration out-of-distribution

Created 2023-03-22

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