out-of-distribution topic

List out-of-distribution repositories

imagenet-r

244
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15
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ImageNet-R(endition) and DeepAugment (ICCV 2021)

FAN

462
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28
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Official PyTorch implementation of Fully Attentional Networks

AugMax

124
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19
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[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.

NLP-Robustness

60
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9
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OOD Generalization and Detection (ACL 2020)

ICCV21_SCOOD

68
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9
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The Official Implementation of the ICCV-2021 Paper: Semantically Coherent Out-of-Distribution Detection.

entropic-out-of-distribution-detection

76
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10
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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...

distinction-maximization-loss

45
Stars
5
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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...

CAL

72
Stars
8
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[KDD 2022] "Causal Attention for Interpretable and Generalizable Graph Classification" by Yongduo Sui, Xiang Wang, Jiancan Wu, Min Lin, Xiangnan He, Tat-Seng Chua.

Implementation and Benchmark Splits to study Out-of-Distribution Generalization in Deep Metric Learning.

EMSSL

34
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1
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[MICCAI 2022 Best Paper Finalist] Bayesian Pseudo Labels: Expectation Maximization for Robust and Efficient Semi Supervised Segmentation