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

Metric: FPR95 (higher is better)

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#	Model↕	FPR95▼	Extra Data	Paper	Date↕	Code
1	DOE	80.94	No	Out-of-distribution Detection with Implicit Outl...	2023-03-09	Code
2	RP+GradNorm	73.53	No	-	-	Code
3	KNN (ResNet-50)	69.53	No	Out-of-Distribution Detection with Deep Nearest ...	2022-04-13	Code
4	DML	57.4	No	-	-	-
5	SHE	54.19	No	-	-	Code
6	ODIN+UMAP (ResNet-50)	49.69	No	Unleashing Mask: Explore the Intrinsic Out-of-Di...	2023-06-06	Code
7	KNN (ResNet-50 SupCon)	48.91	No	Out-of-Distribution Detection with Deep Nearest ...	2022-04-13	Code
8	ReAct (ResNet-50)	47.69	No	ReAct: Out-of-distribution Detection With Rectif...	2021-11-24	Code
9	GradNorm (ResNetv2-101)	46.48	No	On the Importance of Gradients for Detecting Dis...	2021-10-01	Code
10	NPOS	43.77	No	Non-Parametric Outlier Synthesis	2023-03-06	Code
11	MOS (BiT-S-R101x1)	40.63	Yes	MOS: Towards Scaling Out-of-distribution Detecti...	2021-05-05	Code
12	MCM (CLIP-B)	37.59	No	Delving into Out-of-Distribution Detection with ...	2022-11-24	Code
13	DICE (ResNet-50)	35.15	No	DICE: Leveraging Sparsification for Out-of-Distr...	2021-11-18	Code
14	RankFeat (ResNetv2-101)	29.27	No	RankFeat: Rank-1 Feature Removal for Out-of-dist...	2022-09-18	Code
15	MCM (CLIP-L)	29	No	Delving into Out-of-Distribution Detection with ...	2022-11-24	Code
16	ASH-S (ResNet-50)	27.98	No	Extremely Simple Activation Shaping for Out-of-D...	2022-09-20	Code
17	DICE + ReAct (ResNet-50)	25.45	No	DICE: Leveraging Sparsification for Out-of-Distr...	2021-11-18	Code
18	SCALE (ResNet50)	23.27	No	Scaling for Training Time and Post-hoc Out-of-di...	2023-09-30	Code
19	NNGuide (RegNet)	21.58	Yes	Nearest Neighbor Guidance for Out-of-Distributio...	2023-09-26	Code
20	LINe (ResNet50)	19.48	No	LINe: Out-of-Distribution Detection by Leveragin...	2023-03-24	Code
21	CMA(ViT-B/16, NegLabel)	16.84	No	Enhanced OoD Detection through Cross-Modal Align...	2025-03-24	Code

#1DOESOTA
80.94
FPR95· 2023-03-09
Out-of-distribution Detection with Implicit Outlier Transformation Code
#2RP+GradNorm
73.53
FPR95
No paperCode
#3KNN (ResNet-50)SOTA
69.53
FPR95· 2022-04-13
Out-of-Distribution Detection with Deep Nearest Neighbors Code
#4DML
57.4
FPR95
No paper
#5SHE
54.19
FPR95
No paperCode
#6ODIN+UMAP (ResNet-50)
49.69
FPR95· 2023-06-06
Unleashing Mask: Explore the Intrinsic Out-of-Distribution Detection Capability Code
#7KNN (ResNet-50 SupCon)
48.91
FPR95· 2022-04-13
Out-of-Distribution Detection with Deep Nearest Neighbors Code
#8ReAct (ResNet-50)SOTA
47.69
FPR95· 2021-11-24
ReAct: Out-of-distribution Detection With Rectified Activations Code
#9GradNorm (ResNetv2-101)SOTA
46.48
FPR95· 2021-10-01
On the Importance of Gradients for Detecting Distributional Shifts in the Wild Code
#10NPOS
43.77
FPR95· 2023-03-06
Non-Parametric Outlier Synthesis Code
#11MOS (BiT-S-R101x1)SOTA
40.63
FPR95· Extra Data· 2021-05-05
MOS: Towards Scaling Out-of-distribution Detection for Large Semantic Space Code
#12MCM (CLIP-B)
37.59
FPR95· 2022-11-24
Delving into Out-of-Distribution Detection with Vision-Language Representations Code
#13DICE (ResNet-50)
35.15
FPR95· 2021-11-18
DICE: Leveraging Sparsification for Out-of-Distribution Detection Code
#14RankFeat (ResNetv2-101)
29.27
FPR95· 2022-09-18
RankFeat: Rank-1 Feature Removal for Out-of-distribution Detection Code
#15MCM (CLIP-L)
29
FPR95· 2022-11-24
Delving into Out-of-Distribution Detection with Vision-Language Representations Code
#16ASH-S (ResNet-50)
27.98
FPR95· 2022-09-20
Extremely Simple Activation Shaping for Out-of-Distribution Detection Code
#17DICE + ReAct (ResNet-50)
25.45
FPR95· 2021-11-18
DICE: Leveraging Sparsification for Out-of-Distribution Detection Code
#18SCALE (ResNet50)
23.27
FPR95· 2023-09-30
Scaling for Training Time and Post-hoc Out-of-distribution Detection Enhancement Code
#19NNGuide (RegNet)
21.58
FPR95· Extra Data· 2023-09-26
Nearest Neighbor Guidance for Out-of-Distribution Detection Code
#20LINe (ResNet50)
19.48
FPR95· 2023-03-24
LINe: Out-of-Distribution Detection by Leveraging Important Neurons Code
#21CMA(ViT-B/16, NegLabel)
16.84
FPR95· 2025-03-24
Enhanced OoD Detection through Cross-Modal Alignment of Multi-Modal Representations Code