ood-generalization topic

List ood-generalization repositories

multi-domain-imbalance

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

object-centric-library

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

SubpopBench

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

RoboBEV

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RoboBEV: Towards Robust Bird's Eye View Perception under Common Corruption and Domain Shift

Awesome-Out-Of-Distribution-Detection

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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

sparse-and-robust-PLM

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[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

ViewFool_

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

SAM-Deblur

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

LiSA

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Code for Mind the Label Shift of Augmentation-based Graph OOD generalization (LiSA) in CVPR 2023. LiSA is a model-agnostic Graph OOD framework.

shortcut-ood-fairness

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