SOTAVerified

Out-of-Distribution Detection

Detect out-of-distribution or anomalous examples.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1–10 of 888 papers

TitleStatusHype
Safe Domain Randomization via Uncertainty-Aware Out-of-Distribution Detection and Policy Adaptation—0
FA: Forced Prompt Learning of Vision-Language Models for Out-of-Distribution DetectionCode0
Out-of-distribution detection in 3D applications: a review—0
Generative Adversarial Evasion and Out-of-Distribution Detection for UAV Cyber-Attacks—0
A Variational Information Theoretic Approach to Out-of-Distribution Detection—0
Enclosing Prototypical Variational Autoencoder for Explainable Out-of-Distribution Detection—0
DIsoN: Decentralized Isolation Networks for Out-of-Distribution Detection in Medical Imaging—0
EviNet: Evidential Reasoning Network for Resilient Graph Learning in the Open and Noisy EnvironmentsCode0
Network Inversion for Uncertainty-Aware Out-of-Distribution Detection—0
Buffer-free Class-Incremental Learning with Out-of-Distribution Detection—0
Show:102550
← PrevPage 1 of 89Next →
All datasetsImageNet-1k vs TexturesImageNet-1k vs iNaturalistImageNet-1k vs PlacesImageNet-1k vs SUNImageNet-1k vs Curated OODs (avg.)CIFAR-100 vs CIFAR-10CIFAR-10 vs CIFAR-100CIFAR-10ImageNet-1k vs OpenImage-OSTL-10CIFAR-100 vs SVHNADE-OoD

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1MOODAUROC89.1—Unverified
2RP+GradNormFPR9570.12—Unverified
3DOEFPR9559.83—Unverified
4DMLFPR9554.74—Unverified
5ODIN+UMAP (ResNet-50)FPR9540.94—Unverified
6MOS (BiT-S-R101x1)FPR9539.97—Unverified
7MCM (CLIP-L)FPR9538.17—Unverified
8NPOSFPR9537.93—Unverified
9RankFeat (ResNetv2-101)FPR9536.8—Unverified
10DICE + ReAct (ResNet-50)FPR9527.25—Unverified