out-of-distribution-detection topic

List out-of-distribution-detection repositories

anomaly-seg

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The Combined Anomalous Object Segmentation (CAOS) Benchmark

outlier-exposure

533
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106
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Deep Anomaly Detection with Outlier Exposure (ICLR 2019)

pre-training

98
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17
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Pre-Training Buys Better Robustness and Uncertainty Estimates (ICML 2019)

ss-ood

263
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31
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Self-Supervised Learning for OOD Detection (NeurIPS 2019)

out-of-distribution-detection

118
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5
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The Ultimate Reference for Out of Distribution Detection with Deep Neural Networks

Bayesian-Neural-Networks

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Pytorch implementations of Bayes By Backprop, MC Dropout, SGLD, the Local Reparametrization Trick, KF-Laplace, SG-HMC and more

CSI

270
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63
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CSI: Novelty Detection via Contrastive Learning on Distributionally Shifted Instances (NeurIPS 2020)

OpenOOD

777
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91
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Benchmarking Generalized Out-of-Distribution Detection

awesome_OpenSetRecognition_list

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A curated list of papers & resources linked to open set recognition, out-of-distribution, open set domain adaptation and open world recognition

OODSurvey

430
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The Official Repository for "Generalized OOD Detection: A Survey"