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

Metric: AUROC (higher is better)

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#	Model↕	AUROC▼	Extra Data	Paper	Date↕	Code
1	CMA(ViT-B/16, NegLabel)	93.11	No	Enhanced OoD Detection through Cross-Modal Align...	2025-03-24	Code
2	LINe (ResNet50)	92.85	No	LINe: Out-of-Distribution Detection by Leveragin...	2023-03-24	Code
3	SCALE (ResNet50)	92.26	No	Scaling for Training Time and Post-hoc Out-of-di...	2023-09-30	Code
4	MCM (CLIP-L)	92	No	Delving into Out-of-Distribution Detection with ...	2022-11-24	Code
5	NNGuide (RegNet)	91.87	Yes	Nearest Neighbor Guidance for Out-of-Distributio...	2023-09-26	Code
6	BATS (ResNet-50)	91.83	No	Boosting Out-of-distribution Detection with Typi...	2022-10-09	-
7	ASH-S (ResNet-50)	90.98	No	Extremely Simple Activation Shaping for Out-of-D...	2022-09-20	Code
8	RankFeat (ResNetv2-101)	90.93	No	RankFeat: Rank-1 Feature Removal for Out-of-dist...	2022-09-18	Code
9	DICE + ReAct (ResNet-50)	90.67	No	DICE: Leveraging Sparsification for Out-of-Distr...	2021-11-18	Code
10	MCM (CLIP-B)	89.77	No	Delving into Out-of-Distribution Detection with ...	2022-11-24	Code
11	NPOS	89.44	No	Non-Parametric Outlier Synthesis	2023-03-06	Code
12	MOS (BiT-S-R101x1)	89.06	Yes	MOS: Towards Scaling Out-of-distribution Detecti...	2021-05-05	Code
13	MOOD	88.5	No	Rethinking Out-of-distribution (OOD) Detection: ...	2023-02-06	Code
14	DICE (ResNet-50)	87.48	No	DICE: Leveraging Sparsification for Out-of-Distr...	2021-11-18	Code
15	ODIN+UMAP (ResNet-50)	86.99	No	Unleashing Mask: Explore the Intrinsic Out-of-Di...	2023-06-06	Code
16	ReAct (ResNet-50)	86.64	No	ReAct: Out-of-distribution Detection With Rectif...	2021-11-24	Code
17	KNN (ResNet-50 SupCon)	84.62	No	Out-of-Distribution Detection with Deep Nearest ...	2022-04-13	Code
18	DOE	83.05	No	Out-of-distribution Detection with Implicit Outl...	2023-03-09	Code
19	Watermarking (WRN-40-2 w/ MSP)	82.03	No	Watermarking for Out-of-distribution Detection	2022-10-27	Code
20	Watermarking (WRN-40-2 w/ Energy)	79.85	No	Watermarking for Out-of-distribution Detection	2022-10-27	Code
21	KNN (ResNet-50)	74.87	No	Out-of-Distribution Detection with Deep Nearest ...	2022-04-13	Code

#1CMA(ViT-B/16, NegLabel)SOTA
93.11
AUROC· 2025-03-24
Enhanced OoD Detection through Cross-Modal Alignment of Multi-Modal Representations Code
#2LINe (ResNet50)SOTA
92.85
AUROC· 2023-03-24
LINe: Out-of-Distribution Detection by Leveraging Important Neurons Code
#3SCALE (ResNet50)
92.26
AUROC· 2023-09-30
Scaling for Training Time and Post-hoc Out-of-distribution Detection Enhancement Code
#4MCM (CLIP-L)SOTA
92
AUROC· 2022-11-24
Delving into Out-of-Distribution Detection with Vision-Language Representations Code
#5NNGuide (RegNet)
91.87
AUROC· Extra Data· 2023-09-26
Nearest Neighbor Guidance for Out-of-Distribution Detection Code
#6BATS (ResNet-50)SOTA
91.83
AUROC· 2022-10-09
Boosting Out-of-distribution Detection with Typical Features
#7ASH-S (ResNet-50)SOTA
90.98
AUROC· 2022-09-20
Extremely Simple Activation Shaping for Out-of-Distribution Detection Code
#8RankFeat (ResNetv2-101)SOTA
90.93
AUROC· 2022-09-18
RankFeat: Rank-1 Feature Removal for Out-of-distribution Detection Code
#9DICE + ReAct (ResNet-50)SOTA
90.67
AUROC· 2021-11-18
DICE: Leveraging Sparsification for Out-of-Distribution Detection Code
#10MCM (CLIP-B)
89.77
AUROC· 2022-11-24
Delving into Out-of-Distribution Detection with Vision-Language Representations Code
#11NPOS
89.44
AUROC· 2023-03-06
Non-Parametric Outlier Synthesis Code
#12MOS (BiT-S-R101x1)SOTA
89.06
AUROC· Extra Data· 2021-05-05
MOS: Towards Scaling Out-of-distribution Detection for Large Semantic Space Code
#13MOOD
88.5
AUROC· 2023-02-06
Rethinking Out-of-distribution (OOD) Detection: Masked Image Modeling is All You Need Code
#14DICE (ResNet-50)
87.48
AUROC· 2021-11-18
DICE: Leveraging Sparsification for Out-of-Distribution Detection Code
#15ODIN+UMAP (ResNet-50)
86.99
AUROC· 2023-06-06
Unleashing Mask: Explore the Intrinsic Out-of-Distribution Detection Capability Code
#16ReAct (ResNet-50)
86.64
AUROC· 2021-11-24
ReAct: Out-of-distribution Detection With Rectified Activations Code
#17KNN (ResNet-50 SupCon)
84.62
AUROC· 2022-04-13
Out-of-Distribution Detection with Deep Nearest Neighbors Code
#18DOE
83.05
AUROC· 2023-03-09
Out-of-distribution Detection with Implicit Outlier Transformation Code
#19Watermarking (WRN-40-2 w/ MSP)
82.03
AUROC· 2022-10-27
Watermarking for Out-of-distribution Detection Code
#20Watermarking (WRN-40-2 w/ Energy)
79.85
AUROC· 2022-10-27
Watermarking for Out-of-distribution Detection Code
#21KNN (ResNet-50)
74.87
AUROC· 2022-04-13
Out-of-Distribution Detection with Deep Nearest Neighbors Code