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

Metric: FPR95 (higher is better)

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#	Model↕	FPR95▼	Extra Data	Paper	Date↕	Code
1	RP+GradNorm	79.8	No	-	-	Code
2	GEN	77.93	No	-	-	Code
3	Watermarking (WRN-40-2 w/ Energy)	67.75	No	Watermarking for Out-of-distribution Detection	2022-10-27	Code
4	GradNorm (ResNetv2-101)	61.42	No	On the Importance of Gradients for Detecting Dis...	2021-10-01	Code
5	Watermarking (WRN-40-2 w/ MSP)	61.2	No	Watermarking for Out-of-distribution Detection	2022-10-27	Code
6	MOS (BiT-S-R101x1)	60.43	Yes	MOS: Towards Scaling Out-of-distribution Detecti...	2021-05-05	Code
7	MCM (CLIP-L)	59.88	No	Delving into Out-of-Distribution Detection with ...	2022-11-24	Code
8	MCM (CLIP-B)	57.77	No	Delving into Out-of-Distribution Detection with ...	2022-11-24	Code
9	SSD	57.2	No	SSD: A Unified Framework for Self-Supervised Out...	2021-03-22	Code
10	DML	52.8	No	-	-	-
11	NPOS	46.12	No	Non-Parametric Outlier Synthesis	2023-03-06	Code
12	SHE	45.09	No	-	-	Code
13	ODIN+UMAP (ResNet-50)	42.02	No	Unleashing Mask: Explore the Intrinsic Out-of-Di...	2023-06-06	Code
14	BATS (ResNet-50)	38.9	No	Boosting Out-of-distribution Detection with Typi...	2022-10-09	-
15	ReAct (ResNet-50)	38.42	No	ReAct: Out-of-distribution Detection With Rectif...	2021-11-24	Code
16	RankFeat (ResNetv2-101)	37.29	No	RankFeat: Rank-1 Feature Removal for Out-of-dist...	2022-09-18	Code
17	DOE	34.67	No	Out-of-distribution Detection with Implicit Outl...	2023-03-09	Code
18	CMA(ViT-B/16, NegLabel)	33.58	No	Enhanced OoD Detection through Cross-Modal Align...	2025-03-24	Code
19	DICE (ResNet-50)	31.72	No	DICE: Leveraging Sparsification for Out-of-Distr...	2021-11-18	Code
20	DICE + ReAct (ResNet-50)	28.07	No	DICE: Leveraging Sparsification for Out-of-Distr...	2021-11-18	Code
21	LINe (ResNet-50)	22.54	No	LINe: Out-of-Distribution Detection by Leveragin...	2023-03-24	Code
22	ViM (ViT-B/16)	20.31	Yes	ViM: Out-Of-Distribution with Virtual-logit Matc...	2022-03-21	Code
23	DisCoPatch	18.9	No	DisCoPatch: Taming Adversarially-driven Batch St...	2025-01-14	-
24	NNGuide (ResNet50 w/ ReAct)	17.27	No	Nearest Neighbor Guidance for Out-of-Distributio...	2023-09-26	Code
25	NNGuide (RegNet)	17	Yes	Nearest Neighbor Guidance for Out-of-Distributio...	2023-09-26	Code
26	KNN (ResNet-50 SupCon)	16.97	No	Out-of-Distribution Detection with Deep Nearest ...	2022-04-13	Code
27	SCALE (ResNet50)	12.93	No	Scaling for Training Time and Post-hoc Out-of-di...	2023-09-30	Code
28	ASH-S (ResNet-50)	11.93	No	Extremely Simple Activation Shaping for Out-of-D...	2022-09-20	Code
29	KNN (ResNet-50)	11.56	No	Out-of-Distribution Detection with Deep Nearest ...	2022-04-13	Code
30	ViM (BiT-S-R101×1)	4.69	No	ViM: Out-Of-Distribution with Virtual-logit Matc...	2022-03-21	Code