SOTAVerified|Agents Browse Leaderboard About

Out-of-Distribution Detection

Detect out-of-distribution or anomalous examples.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1–10 of 888 papers

Title	Date	Tasks	Status	Hype
Safe Domain Randomization via Uncertainty-Aware Out-of-Distribution Detection and Policy Adaptation	Jul 8, 2025	MuJoCoOut-of-Distribution Detection	—Unverified	0
FA: Forced Prompt Learning of Vision-Language Models for Out-of-Distribution Detection	Jul 6, 2025	Out-of-Distribution DetectionOut of Distribution (OOD) Detection	CodeCode Available	0
Out-of-distribution detection in 3D applications: a review	Jul 1, 2025	Autonomous DrivingNavigate	—Unverified	0
Generative Adversarial Evasion and Out-of-Distribution Detection for UAV Cyber-Attacks	Jun 26, 2025	Anomaly DetectionGenerative Adversarial Network	—Unverified	0
A Variational Information Theoretic Approach to Out-of-Distribution Detection	Jun 17, 2025	Out-of-Distribution DetectionOut of Distribution (OOD) Detection	—Unverified	0
Enclosing Prototypical Variational Autoencoder for Explainable Out-of-Distribution Detection	Jun 17, 2025	Decision MakingOut-of-Distribution Detection	—Unverified	0
DIsoN: Decentralized Isolation Networks for Out-of-Distribution Detection in Medical Imaging	Jun 10, 2025	Binary ClassificationOut-of-Distribution Detection	—Unverified	0
EviNet: Evidential Reasoning Network for Resilient Graph Learning in the Open and Noisy Environments	Jun 8, 2025	Graph LearningLogical Reasoning	CodeCode Available	0
Network Inversion for Uncertainty-Aware Out-of-Distribution Detection	May 29, 2025	Out-of-Distribution DetectionOut of Distribution (OOD) Detection	—Unverified	0
Buffer-free Class-Incremental Learning with Out-of-Distribution Detection	May 29, 2025	class-incremental learningClass Incremental Learning	—Unverified	0

Show:10 25 50

← PrevPage 1 of 89Next →

All datasets ImageNet-1k vs Textures ImageNet-1k vs iNaturalist ImageNet-1k vs Places ImageNet-1k vs SUN ImageNet-1k vs Curated OODs (avg.)CIFAR-100 vs CIFAR-10 CIFAR-10 vs CIFAR-100 CIFAR-10 ImageNet-1k vs OpenImage-O STL-10 CIFAR-100 vs SVHN ADE-OoD

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	DHM	AUROC	100	—	Unverified
2	Wide ResNet 40x2	AUROC	99.9	—	Unverified
3	ResNet 34 + OECC+GM	AUROC	99.7	—	Unverified
4	ResNet 34 + FSSD	AUROC	99.5	—	Unverified
5	Wide ResNet 40x2	AUROC	99.43	—	Unverified
6	ZODE-KNN	AUROC	99.12	—	Unverified
7	ResNet18 + APR-P	AUROC	98.1	—	Unverified
8	WRN 40-2 + OE	AUROC	97.8	—	Unverified
9	WRN 40-2 (MSP Baseline)	AUROC	97.8	—	Unverified
10	WRN 40-2 + Rotation Prediction	AUROC	96.2	—	Unverified