Out-of-Distribution Detection on ImageNet-1k vs iNaturalist

Metric: AUROC (higher is better)

LeaderboardDataset

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Results

#	Model↕	AUROC▼	Extra Data	Paper	Date↕	Code
1	CMA(ViT-B/16, NegLabel)	99.62	No	Enhanced OoD Detection through Cross-Modal Align...	2025-03-24	Code
2	NNGuide (RegNet)	99.57	No	Nearest Neighbor Guidance for Out-of-Distributio...	2023-09-26	Code
3	ViM (ViT-B/16)	99.41	No	ViM: Out-Of-Distribution with Virtual-logit Matc...	2022-03-21	Code
4	DisCoPatch	99.1	No	DisCoPatch: Taming Adversarially-driven Batch St...	2025-01-14	-
5	SCALE (ResNet50)	98.17	No	Scaling for Training Time and Post-hoc Out-of-di...	2023-09-30	Code
6	MOS (BiT-S-R101x1)	98.15	No	MOS: Towards Scaling Out-of-distribution Detecti...	2021-05-05	Code
7	ASH-S (ResNet-50)	97.87	No	Extremely Simple Activation Shaping for Out-of-D...	2022-09-20	Code
8	NNGuide (ResNet50 w/ ReAct)	97.7	No	Nearest Neighbor Guidance for Out-of-Distributio...	2023-09-26	Code
9	BATS (ResNet-50)	97.67	No	Boosting Out-of-distribution Detection with Typi...	2022-10-09	-
10	LINe (ResNet-50)	97.56	No	LINe: Out-of-Distribution Detection by Leveragin...	2023-03-24	Code
11	NAC-UE (ResNet-50)	96.52	No	Neuron Activation Coverage: Rethinking Out-of-di...	2023-06-05	Code
12	DICE + ReAct (ResNet-50)	96.24	No	DICE: Leveraging Sparsification for Out-of-Distr...	2021-11-18	Code
13	NPOS	96.19	No	Non-Parametric Outlier Synthesis	2023-03-06	Code
14	MCM (CLIP-L)	94.95	No	Delving into Out-of-Distribution Detection with ...	2022-11-24	Code
15	KNN (ResNet-50 SupCon)	94.72	No	Out-of-Distribution Detection with Deep Nearest ...	2022-04-13	Code
16	ODIN+UMAP (ResNet-50)	94.71	No	Unleashing Mask: Explore the Intrinsic Out-of-Di...	2023-06-06	Code
17	MCM (CLIP-B)	94.61	No	Delving into Out-of-Distribution Detection with ...	2022-11-24	Code
18	RankFeat (ResNetv2-101)	91.91	No	RankFeat: Rank-1 Feature Removal for Out-of-dist...	2022-09-18	Code
19	ReAct (ResNet-50)	91.53	No	ReAct: Out-of-distribution Detection With Rectif...	2021-11-24	Code
20	MOOD	86.9	No	Rethinking Out-of-distribution (OOD) Detection: ...	2023-02-06	Code
21	KNN (ResNet-50)	86.2	No	Out-of-Distribution Detection with Deep Nearest ...	2022-04-13	Code
22	DOE	85.98	No	Out-of-distribution Detection with Implicit Outl...	2023-03-09	Code