ML Research Wiki / Benchmarks / Out-of-Distribution Detection / CIFAR-10

CIFAR-10

Out-of-Distribution Detection Benchmark

Performance Over Time

📊 Showing 9 results | 📏 Metric: AUROC

Top Performing Models

Rank	Model	Paper	AUROC	Date	Code
1	Wide ResNet 40x2 📚	An Effective Baseline for Robustness to Distributional Shift	99.90	2021-05-15	📦 Sushil-Thapa/Abstention-OoD
2	ResNet 34 + OECC+GM 📚	Outlier Exposure with Confidence Control for Out-of-Distribution Detection	99.70	2019-06-08	📦 nazim1021/OOD-detection-using-OECC
3	ResNet 34 + FSSD	Feature Space Singularity for Out-of-Distribution Detection	99.50	2020-11-30	📦 megvii-research/FSSD_OoD_Detection
4	Wide ResNet 40x2	RODD: A Self-Supervised Approach for Robust Out-of-Distribution Detection	99.43	2022-04-06	📦 UmarKhalidcs/RODD
5	ZODE-KNN	Boosting Out-of-Distribution Detection with Multiple Pre-trained Models	99.12	2022-12-24	📦 mapleleaf6/zode
6	ResNet18 + APR-P	Amplitude-Phase Recombination: Rethinking Robustness of Convolutional Neural Networks in Frequency Domain	98.10	2021-08-19	📦 iCGY96/APR
7	WRN 40-2 + OE 📚	Deep Anomaly Detection with Outlier Exposure	97.80	2018-12-11	📦 hendrycks/outlier-exposure 📦 JakobCode/UncertaintyInNeuralNetworks_Resources 📦 sayakpaul/Generalized-ODIN-TF
8	WRN 40-2 (MSP Baseline)	Deep Anomaly Detection with Outlier Exposure	97.80	2018-12-11	📦 hendrycks/outlier-exposure 📦 JakobCode/UncertaintyInNeuralNetworks_Resources 📦 sayakpaul/Generalized-ODIN-TF
9	WRN 40-2 + Rotation Prediction	Using Self-Supervised Learning Can Improve Model Robustness and Uncertainty	96.20	2019-06-28	📦 hendrycks/ss-ood 📦 drumpt/RotNet-OOD 📦 sooonwoo/RotNet-OOD 📦 feedbackward/addro

All Papers (9)

An Effective Baseline for Robustness to Distributional Shift

2021

Wide ResNet 40x2

Sushil-Thapa/Abstention-OoD

Outlier Exposure with Confidence Control for Out-of-Distribution Detection

2019

ResNet 34 + OECC+GM

nazim1021/OOD-detection-using-OECC

Feature Space Singularity for Out-of-Distribution Detection

2020

ResNet 34 + FSSD

megvii-research/FSSD_OoD_Detection

RODD: A Self-Supervised Approach for Robust Out-of-Distribution Detection

2022

Wide ResNet 40x2

UmarKhalidcs/RODD

Boosting Out-of-Distribution Detection with Multiple Pre-trained Models

2022

ZODE-KNN

mapleleaf6/zode

Amplitude-Phase Recombination: Rethinking Robustness of Convolutional Neural Networks in Frequency Domain

2021

ResNet18 + APR-P

iCGY96/APR

Deep Anomaly Detection with Outlier Exposure

2018

WRN 40-2 + OE

hendrycks/outlier-exposure JakobCode/UncertaintyInNeuralNetworks_Resources

Deep Anomaly Detection with Outlier Exposure

2018

WRN 40-2 (MSP Baseline)

hendrycks/outlier-exposure JakobCode/UncertaintyInNeuralNetworks_Resources

Using Self-Supervised Learning Can Improve Model Robustness and Uncertainty

2019

WRN 40-2 + Rotation Prediction

hendrycks/ss-ood drumpt/RotNet-OOD

CIFAR-10

Performance Over Time

Edit Benchmark Results

Edit Result

Top Performing Models

All Papers (9)

An Effective Baseline for Robustness to Distributional Shift

Outlier Exposure with Confidence Control for Out-of-Distribution Detection

Feature Space Singularity for Out-of-Distribution Detection

RODD: A Self-Supervised Approach for Robust Out-of-Distribution Detection

Boosting Out-of-Distribution Detection with Multiple Pre-trained Models

Amplitude-Phase Recombination: Rethinking Robustness of Convolutional Neural Networks in Frequency Domain

Deep Anomaly Detection with Outlier Exposure

Deep Anomaly Detection with Outlier Exposure

Using Self-Supervised Learning Can Improve Model Robustness and Uncertainty

Model	Paper	AUROC	Date
Wide ResNet 40x2	An Effective Baseline for Robustness to Distribut…	99.90	2021-05-15
ResNet 34 + OECC+GM	Outlier Exposure with Confidence Control for Out-…	99.70	2019-06-08
ResNet 34 + FSSD	Feature Space Singularity for Out-of-Distribution…	99.50	2020-11-30
Wide ResNet 40x2	RODD: A Self-Supervised Approach for Robust Out-o…	99.43	2022-04-06
ZODE-KNN	Boosting Out-of-Distribution Detection with Multi…	99.12	2022-12-24
ResNet18 + APR-P	Amplitude-Phase Recombination: Rethinking Robustn…	98.10	2021-08-19
WRN 40-2 + OE	Deep Anomaly Detection with Outlier Exposure	97.80	2018-12-11
WRN 40-2 (MSP Baseline)	Deep Anomaly Detection with Outlier Exposure	97.80	2018-12-11
WRN 40-2 + Rotation Prediction	Using Self-Supervised Learning Can Improve Model …	96.20	2019-06-28