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
