out-of-distribution-detection topic

List out-of-distribution-detection repositories

oodeel

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Simple, compact, and hackable post-hoc deep OOD detection for already trained tensorflow or pytorch image classifiers.

FLNK

73
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Federated Learning with New Knowledge -- explore to incorporate various new knowledge into existing FL systems and evolve these systems to reduce costs, extend their lifespan, and facilitate sustainab...

Awesome-Failure-Detection

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A list of papers that studies out-of-distribution (OOD) detection and misclassification detection (MisD)

BERT-ENN

16
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Uncertainty-Aware Reliable Text Classification (KDD 2021)

GraphOOD-GNNSafe

68
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The official implementation for ICLR23 paper "GNNSafe: Energy-based Out-of-Distribution Detection for Graph Neural Networks"

NINCO

20
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Code and data for the paper "In or Out? Fixing ImageNet Out-of-Distribution Detection Evaluation"

awesome-out-of-distribution-detection

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Paper of out of distribution detection and generalization

ddpm-ood

31
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4
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Official PyTorch code for "Out-of-distribution detection with denoising diffusion models"

MixOE

27
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[WACV'23] Mixture Outlier Exposure for Out-of-Distribution Detection in Fine-grained Environments

RankFeat

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NeurIPS22 "RankFeat: Rank-1 Feature Removal for Out-of-distribution Detection"