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

#1RP+GradNorm
83.29
FPR95
No paperCode
#2KNN (ResNet-50)SOTA
77.09
FPR95· 2022-04-13
Out-of-Distribution Detection with Deep Nearest Neighbors Code
#3Watermarking (WRN-40-2 w/ Energy)
71.85
FPR95· 2022-10-27
Watermarking for Out-of-distribution Detection Code
#4Watermarking (WRN-40-2 w/ MSP)
70.59
FPR95· 2022-10-27
Watermarking for Out-of-distribution Detection Code
#5DOE
67.84
FPR95· 2023-03-09
Out-of-distribution Detection with Implicit Outlier Transformation Code
#6DML
61.43
FPR95
No paper
#7GradNorm (ResNetv2-101)SOTA
60.86
FPR95· 2021-10-01
On the Importance of Gradients for Detecting Distributional Shifts in the Wild Code
#8KNN (ResNet-50 SupCon)
60.02
FPR95· 2022-04-13
Out-of-Distribution Detection with Deep Nearest Neighbors Code
#9ReAct (ResNet-50)
51.56
FPR95· 2021-11-24
ReAct: Out-of-distribution Detection With Rectified Activations Code
#10ODIN+UMAP (ResNet-50)
50.06
FPR95· 2023-06-06
Unleashing Mask: Explore the Intrinsic Out-of-Distribution Detection Capability Code
#11MOS (BiT-S-R101x1)SOTA
49.54
FPR95· Extra Data· 2021-05-05
MOS: Towards Scaling Out-of-distribution Detection for Large Semantic Space Code
#12DICE (ResNet-50)
46.49
FPR95· 2021-11-18
DICE: Leveraging Sparsification for Out-of-Distribution Detection Code
#13SHE
45.35
FPR95
No paperCode
#14NPOS
45.27
FPR95· 2023-03-06
Non-Parametric Outlier Synthesis Code
#15MCM (CLIP-B)
44.69
FPR95· 2022-11-24
Delving into Out-of-Distribution Detection with Vision-Language Representations Code
#16ASH-S (ResNet-50)
39.78
FPR95· 2022-09-20
Extremely Simple Activation Shaping for Out-of-Distribution Detection Code
#17RankFeat (ResNetv2-101)
39.34
FPR95· 2022-09-18
RankFeat: Rank-1 Feature Removal for Out-of-distribution Detection Code
#18DICE + ReAct (ResNet-50)
36.86
FPR95· 2021-11-18
DICE: Leveraging Sparsification for Out-of-Distribution Detection Code
#19MCM (CLIP-L)
35.42
FPR95· 2022-11-24
Delving into Out-of-Distribution Detection with Vision-Language Representations Code
#20SCALE (ResNet50)
34.51
FPR95· 2023-09-30
Scaling for Training Time and Post-hoc Out-of-distribution Detection Enhancement Code
#21BATS (ResNet-50)
34.34
FPR95· 2022-10-09
Boosting Out-of-distribution Detection with Typical Features
#22NNGuide (RegNet)
31.47
FPR95· Extra Data· 2023-09-26
Nearest Neighbor Guidance for Out-of-Distribution Detection Code
#23LINe (ResNet50)
28.52
FPR95· 2023-03-24
LINe: Out-of-Distribution Detection by Leveraging Important Neurons Code
#24CMA(ViT-B/16, NegLabel)
27.65
FPR95· 2025-03-24
Enhanced OoD Detection through Cross-Modal Alignment of Multi-Modal Representations Code