OpenCodePapers

out-of-distribution-detection-on-cifar-10

Out-of-Distribution Detection
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PaperCodeAUROCFPR95ModelNameReleaseDate
Deep Hybrid Models for Out-of-Distribution Detection1000DHM2022-01-01
An Effective Baseline for Robustness to Distributional Shift✓ Link99.92.0Wide ResNet 40x22021-05-15
Outlier Exposure with Confidence Control for Out-of-Distribution Detection✓ Link99.7ResNet 34 + OECC+GM2019-06-08
Feature Space Singularity for Out-of-Distribution Detection✓ Link99.5ResNet 34 + FSSD2020-11-30
RODD: A Self-Supervised Approach for Robust Out-of-Distribution Detection✓ Link99.433.87Wide ResNet 40x22022-04-06
Boosting Out-of-Distribution Detection with Multiple Pre-trained Models✓ Link99.123.83ZODE-KNN2022-12-24
Amplitude-Phase Recombination: Rethinking Robustness of Convolutional Neural Networks in Frequency Domain✓ Link98.1ResNet18 + APR-P2021-08-19
Deep Anomaly Detection with Outlier Exposure✓ Link97.89.50WRN 40-2 + OE2018-12-11
Deep Anomaly Detection with Outlier Exposure✓ Link97.834.94WRN 40-2 (MSP Baseline)2018-12-11
Using Self-Supervised Learning Can Improve Model Robustness and Uncertainty✓ Link96.216.0 WRN 40-2 + Rotation Prediction2019-06-28
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