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

Metric: FPR95 (higher is better)

LeaderboardDataset

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Results

#	Model↕	FPR95▼	Extra Data	Paper	Date↕	Code
1	GEN	68.32	No	-	-	Code
2	KNN (ResNet-50)	59.08	No	Out-of-Distribution Detection with Deep Nearest ...	2022-04-13	Code
3	DOE	55.87	No	Out-of-distribution Detection with Implicit Outl...	2023-03-09	Code
4	GradNorm	50.03	No	On the Importance of Gradients for Detecting Dis...	2021-10-01	Code
5	DML	47.32	No	-	-	-
6	RP+GradNorm	43.87	No	-	-	Code
7	ReAct (ResNet-50)	42.4	No	ReAct: Out-of-distribution Detection With Rectif...	2021-11-24	Code
8	RankFeat (ResNetv2-101)	41.31	No	RankFeat: Rank-1 Feature Removal for Out-of-dist...	2022-09-18	Code
9	SHE	34.22	No	-	-	Code
10	MCM (CLIP-B)	30.91	No	Delving into Out-of-Distribution Detection with ...	2022-11-24	Code
11	KNN (ResNet-50 SupCon)	30.83	No	Out-of-Distribution Detection with Deep Nearest ...	2022-04-13	Code
12	MCM (CLIP-L)	28.38	No	Delving into Out-of-Distribution Detection with ...	2022-11-24	Code
13	ODIN+UMAP (ResNet-50)	21.97	No	Unleashing Mask: Explore the Intrinsic Out-of-Di...	2023-06-06	Code
14	DICE + ReAct (ResNet-50)	18.64	No	DICE: Leveraging Sparsification for Out-of-Distr...	2021-11-18	Code
15	NPOS	16.58	No	Non-Parametric Outlier Synthesis	2023-03-06	Code
16	LINe (ResNet-50)	12.26	No	LINe: Out-of-Distribution Detection by Leveragin...	2023-03-24	Code
17	ASH-S (ResNet-50)	11.49	No	Extremely Simple Activation Shaping for Out-of-D...	2022-09-20	Code
18	NNGuide (ResNet50 w/ ReAct)	11.12	No	Nearest Neighbor Guidance for Out-of-Distributio...	2023-09-26	Code
19	SCALE (ResNet50)	9.5	No	Scaling for Training Time and Post-hoc Out-of-di...	2023-09-30	Code
20	MOS (BiT-S-R101x1)	9.28	No	MOS: Towards Scaling Out-of-distribution Detecti...	2021-05-05	Code
21	DisCoPatch	3.6	No	DisCoPatch: Taming Adversarially-driven Batch St...	2025-01-14	-
22	ViM (ViT-B/16)	2.6	No	ViM: Out-Of-Distribution with Virtual-logit Matc...	2022-03-21	Code
23	NNGuide (RegNet)	1.83	No	Nearest Neighbor Guidance for Out-of-Distributio...	2023-09-26	Code
24	CMA(ViT-B/16, NegLabel)	1.65	No	Enhanced OoD Detection through Cross-Modal Align...	2025-03-24	Code