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GitHub topics: ood-generalization

huytransformer/Awesome-Out-Of-Distribution-Detection

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

Size: 501 KB - Last synced at: 10 days ago - Pushed at: 4 months ago - Stars: 938 - Forks: 74

Baran-phys/Tropical-Attention

Official code for "Tropical Attention: Neural Algorithmic Reasoning for Combinatorial Algorithms"

Language: Python - Size: 51.8 KB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 8 - Forks: 0

ananthu-aniraj/masking_strategies_bias_removal

Masking Strategies for Background Bias Removal in Computer Vision Models (ICCVW OODCV 2023 paper)

Language: Python - Size: 2.74 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 16 - Forks: 1

prakashchhipa/MPD

Möbius Transform for Mitigating Perspective Distortions in Representation Learning (ECCV 2024)

Language: Python - Size: 417 KB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 2 - Forks: 0

LiangzeJiang/OOD-Chameleon

[ICML 2025] OOD-Chameleon: Is Algorithm Selection for OOD Generalization Learnable?

Language: Python - Size: 2.65 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 3 - Forks: 0

lmb-freiburg/understanding-clip-ood

Official code for the paper: "When and How Does CLIP Enable Domain and Compositional Generalization?" (ICML 2025 Spotlight)

Language: Python - Size: 13.2 MB - Last synced at: 1 day ago - Pushed at: 4 months ago - Stars: 1 - Forks: 0

YyzHarry/multi-domain-imbalance

[ECCV 2022] Multi-Domain Long-Tailed Recognition, Imbalanced Domain Generalization, and Beyond

Language: Python - Size: 8.11 MB - Last synced at: 4 months ago - Pushed at: over 2 years ago - Stars: 135 - Forks: 15

qkrdmsghk/GOODHSE

[CVPR 2024] Improving out-of-distribution generalization in graphs via hierarchical semantic environments

Language: Python - Size: 2.96 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 11 - Forks: 3

YyzHarry/vlm-fairness

[Science Advances] Demographic Bias of Vision-Language Foundation Models in Medical Imaging

Language: Python - Size: 1.3 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 16 - Forks: 3

Daniel-xsy/RoboBEV

[T-PAMI] Benchmarking and Improving Bird's Eye View Perception Robustness in Autonomous Driving

Language: Python - Size: 50.1 MB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 337 - Forks: 32

estija/CMID

Code for the Conditional Mutual Information-Debiasing (CMID) method.

Language: Python - Size: 2.16 MB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 1 - Forks: 0

YyzHarry/shortcut-ood-fairness

[Nature Medicine] The Limits of Fair Medical Imaging AI In Real-World Generalization

Language: Python - Size: 67.4 KB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 23 - Forks: 2

neurodata/value-of-ood-data

The value of out-of-distribution data (ICML 2023)

Language: Python - Size: 14.7 MB - Last synced at: 4 months ago - Pushed at: 10 months ago - Stars: 10 - Forks: 0

umaatgithub/BelHouse3D

[ECCV Workshops 2024] BelHouse3D: A Benchmark Dataset for Assessing Occlusion Robustness in 3D Point Cloud Semantic Segmentation

Language: Python - Size: 631 KB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 1 - Forks: 1

HPLQAQ/SAM-Deblur

Implementation of the paper SAM-Deblur: Let Segment Anything Boost Image Deblurring(ICASSP2024)

Language: Python - Size: 849 KB - Last synced at: 9 months ago - Pushed at: over 1 year ago - Stars: 27 - Forks: 2

dineshdaultani/DiffAUD

[CVPR 2024] Source code for "Diffusion-Based Adaptation for Classification of Unknown Degraded Images".

Language: Python - Size: 1.32 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

Heathcliff-saku/ViewFool_

This repository contains the ViewFool and ImageNet-V proposed by the paper “ViewFool: Evaluating the Robustness of Visual Recognition to Adversarial Viewpoints” (NeurIPS2022).

Language: Python - Size: 13 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 26 - Forks: 2

llyx97/sparse-and-robust-PLM

[NeurIPS 2022] "A Win-win Deal: Towards Sparse and Robust Pre-trained Language Models", Yuanxin Liu, Fandong Meng, Zheng Lin, Jiangnan Li, Peng Fu, Yanan Cao, Weiping Wang, Jie Zhou

Language: Python - Size: 28 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 21 - Forks: 2

Linxyhaha/COR

Causal Representation Learning for Out-of-Distribution Recommendation (WWW'22)

Language: Python - Size: 34 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 11 - Forks: 2

p-lambda/composed_finetuning

Code for the ICML 2021 paper "Composed Fine-Tuning: Freezing Pre-Trained Denoising Autoencoders for Improved Generalization" by Sang Michael Xie, Tengyu Ma, Percy Liang

Language: Python - Size: 35.7 MB - Last synced at: over 1 year ago - Pushed at: over 3 years ago - Stars: 5 - Forks: 1

YyzHarry/SubpopBench

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

Language: Python - Size: 222 KB - Last synced at: about 2 years ago - Pushed at: about 2 years ago - Stars: 45 - Forks: 5

joe0123/EDNIL

Code for "Environment Diversification with Multi-head Neural Network for Invariant Learning" (NeurIPS 2022)

Language: Python - Size: 25.4 KB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 1 - Forks: 0

addtt/object-centric-library

Library for the training and evaluation of object-centric models (ICML 2022)

Language: Python - Size: 11.2 MB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 60 - Forks: 2

basedrhys/non-roi-masking

Evaluation of non-ROI masking to improve OOD generalization in chest x-ray disease classification

Language: Jupyter Notebook - Size: 10.7 MB - Last synced at: 5 months ago - Pushed at: almost 3 years ago - Stars: 1 - Forks: 0

Related Keywords
ood-generalization 24 robustness 5 computer-vision 4 out-of-distribution 4 machine-learning 3 subpopulation 3 distribution-shifts 3 medical-imaging 3 deep-learning 3 spurious-correlations 2 representation-learning 2 generalization 2 distribution-shift 2 algorithmic-fairness 2 bias-mitigation 2 fairness 2 ood-robustness 2 domain-generalization 2 pytorch 2 segment-anything 1 plug-and-play 1 image-restoration 1 degradation-models 1 diffusion-models 1 generative-ai 1 image-classification 1 medical-data 1 image-deblurring 1 semantic-segmentation 1 pointcloud 1 indoor-scenes 1 few-shot 1 statistical-learning 1 shortcuts 1 shortcut-learning 1 nature-medicine 1 debiasing 1 conditional-mutual-information 1 bird-eye-view 1 autonomous-driving 1 classification 1 chest-xrays 1 unsupervised-learning 1 structured-representations 1 objects 1 object-centric 1 invariant-learning 1 environment-inference 1 distributional-shift 1 causality 1 subpopulation-shift 1 subgroup 1 icml-2023 1 icml 1 class-imbalance 1 benchmark 1 translation 1 structured-prediction 1 semi-supervised-learning 1 image-generation 1 www2022 1 recommender-system 1 causal-inference 1 pytorch-implmention 1 dataset-bias 1 bert-compression 1 visual-recognition 1 viewpoint-changes 1 neurips2022 1 knowledge-distillation 1 3d-detection 1 eccv2024 1 dino 1 iccvw2023 1 value-generation 1 tropical-geometry 1 transformers 1 softmax 1 noise-robustness 1 neural-algorithmic-reasoning 1 length-generalization 1 dynamic-programming 1 attention-mechanism 1 amoeba 1 outlier-detection 1 out-of-distribution-robustness 1 out-of-distribution-generalization 1 out-of-distribution-detection 1 open-world-learning 1 open-world 1 open-set-recognition 1 open-set 1 ood-detection 1 novelty-detection 1 awesome-lists 1 awesome 1 anomaly-detection 1 anomaly 1 vision-language-pretraining 1 vision-language-model 1