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

Metric: FPR95 (higher is better)

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#	Model↕	FPR95▼	Extra Data	Paper	Date↕	Code
1	RP+GradNorm	83.29	No	-	-	Code
2	KNN (ResNet-50)	77.09	No	Out-of-Distribution Detection with Deep Nearest ...	2022-04-13	Code
3	Watermarking (WRN-40-2 w/ Energy)	71.85	No	Watermarking for Out-of-distribution Detection	2022-10-27	Code
4	Watermarking (WRN-40-2 w/ MSP)	70.59	No	Watermarking for Out-of-distribution Detection	2022-10-27	Code
5	DOE	67.84	No	Out-of-distribution Detection with Implicit Outl...	2023-03-09	Code
6	DML	61.43	No	-	-	-
7	GradNorm (ResNetv2-101)	60.86	No	On the Importance of Gradients for Detecting Dis...	2021-10-01	Code
8	KNN (ResNet-50 SupCon)	60.02	No	Out-of-Distribution Detection with Deep Nearest ...	2022-04-13	Code
9	ReAct (ResNet-50)	51.56	No	ReAct: Out-of-distribution Detection With Rectif...	2021-11-24	Code
10	ODIN+UMAP (ResNet-50)	50.06	No	Unleashing Mask: Explore the Intrinsic Out-of-Di...	2023-06-06	Code
11	MOS (BiT-S-R101x1)	49.54	Yes	MOS: Towards Scaling Out-of-distribution Detecti...	2021-05-05	Code
12	DICE (ResNet-50)	46.49	No	DICE: Leveraging Sparsification for Out-of-Distr...	2021-11-18	Code
13	SHE	45.35	No	-	-	Code
14	NPOS	45.27	No	Non-Parametric Outlier Synthesis	2023-03-06	Code
15	MCM (CLIP-B)	44.69	No	Delving into Out-of-Distribution Detection with ...	2022-11-24	Code
16	ASH-S (ResNet-50)	39.78	No	Extremely Simple Activation Shaping for Out-of-D...	2022-09-20	Code
17	RankFeat (ResNetv2-101)	39.34	No	RankFeat: Rank-1 Feature Removal for Out-of-dist...	2022-09-18	Code
18	DICE + ReAct (ResNet-50)	36.86	No	DICE: Leveraging Sparsification for Out-of-Distr...	2021-11-18	Code
19	MCM (CLIP-L)	35.42	No	Delving into Out-of-Distribution Detection with ...	2022-11-24	Code
20	SCALE (ResNet50)	34.51	No	Scaling for Training Time and Post-hoc Out-of-di...	2023-09-30	Code
21	BATS (ResNet-50)	34.34	No	Boosting Out-of-distribution Detection with Typi...	2022-10-09	-
22	NNGuide (RegNet)	31.47	Yes	Nearest Neighbor Guidance for Out-of-Distributio...	2023-09-26	Code
23	LINe (ResNet50)	28.52	No	LINe: Out-of-Distribution Detection by Leveragin...	2023-03-24	Code
24	CMA(ViT-B/16, NegLabel)	27.65	No	Enhanced OoD Detection through Cross-Modal Align...	2025-03-24	Code