Out-of-Distribution Detection on CIFAR-10

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AUROC

Rank	Model	AUROC	FPR95	Extra Training Data	Paper	Code	Year
1	DHM	100	0		Deep Hybrid Models for Out-of-Distribution Detection		2022
2	Wide ResNet 40x2	99.9	2.0	✓	An Effective Baseline for Robustness to Distributional Shift	Sushil-Thapa/Abstention-OoD	2021
3	ResNet 34 + OECC+GM	99.7	–	✓	Outlier Exposure with Confidence Control for Out-of-Distribution Detection	nazim1021/OOD-detection-using-OECC	2019
4	ResNet 34 + FSSD	99.5	–		Feature Space Singularity for Out-of-Distribution Detection	megvii-research/FSSD_OoD_Detection	2020
5	Wide ResNet 40x2	99.43	3.87		RODD: A Self-Supervised Approach for Robust Out-of-Distribution Detection	UmarKhalidcs/RODD	2022
6	ZODE-KNN	99.12	3.83		Boosting Out-of-Distribution Detection with Multiple Pre-trained Models	mapleleaf6/zode	2022
7	ResNet18 + APR-P	98.1	–		Amplitude-Phase Recombination: Rethinking Robustness of Convolutional Neural Networks in Frequency Domain	iCGY96/APR	2021
8	WRN 40-2 + OE	97.8	9.50	✓	Deep Anomaly Detection with Outlier Exposure	hendrycks/outlier-exposure · JakobCode/UncertaintyInNeuralNetworks_Resources · sayakpaul/Generalized-ODIN-TF · +6	2018
8	WRN 40-2 (MSP Baseline)	97.8	34.94		Deep Anomaly Detection with Outlier Exposure	hendrycks/outlier-exposure · JakobCode/UncertaintyInNeuralNetworks_Resources · sayakpaul/Generalized-ODIN-TF · +6	2018
10	Out-of-Distribution Detection using Coun 자동 추출	97.05	–		Out-of-Distribution Detection using Counterfactual Distance		2025
11	WRN 40-2 + Rotation Prediction	96.2	16.0		Using Self-Supervised Learning Can Improve Model Robustness and Uncertainty	hendrycks/ss-ood · drumpt/RotNet-OOD · sooonwoo/RotNet-OOD · +1	2019