out-of-distribution topic

List out-of-distribution repositories

SubpopBench

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

large_vlm_distillation_ood

50
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4
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Distilling Large Vision-Language Model with Out-of-Distribution Generalizability (ICCV 2023)

roodmri

16
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1
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AICONSlab's DL benchmarking platform to OOD data in MRI

ZoomIsAllYouNeed

36
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2
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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"

robust-deep-learning

17
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3
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A project to train your model from scratch or fine-tune a pretrained model using the losses provided in this library to improve out-of-distribution detection and uncertainty estimation performances. C...

Awesome-Out-Of-Distribution-Detection

653
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64
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Out-of-distribution detection, robustness, and generalization resources. The repository contains a professionally curated list of papers, tutorials, books, videos, articles and open-source libraries e...

GTrans

51
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5
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[ICLR'23] Implementation of "Empowering Graph Representation Learning with Test-Time Graph Transformation"

Unleashing-Mask

18
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2
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[ICML 2023] "Unleashing Mask: Explore the Intrinsic Out-of-Distribution Detection Capability"

bpc_calibration

29
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2
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[CVPR 2023] Bridging Precision and Confidence: A Train-Time Loss for Calibrating Object Detection

size-invariant-GNNs

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1
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Size-Invariant Graph Representations for Graph Classification Extrapolations (ICML 2021 Long Talk)