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

Metric: AUROC (higher is better)

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#	Model↕	AUROC▼	Extra Data	Paper	Date↕	Code
1	CMA(ViT-B/16, NegLabel)	96.36	No	Enhanced OoD Detection through Cross-Modal Align...	2025-03-24	Code
2	LINe (ResNet50)	95.26	No	LINe: Out-of-Distribution Detection by Leveragin...	2023-03-24	Code
3	SCALE (ResNet50)	95.02	No	Scaling for Training Time and Post-hoc Out-of-di...	2023-09-30	Code
4	NNGuide (RegNet)	94.43	Yes	Nearest Neighbor Guidance for Out-of-Distributio...	2023-09-26	Code
5	MCM (CLIP-L)	94.14	No	Delving into Out-of-Distribution Detection with ...	2022-11-24	Code
6	RankFeat (ResNetv2-101)	94.07	No	RankFeat: Rank-1 Feature Removal for Out-of-dist...	2022-09-18	Code
7	ASH-S (ResNet-50)	94.02	No	Extremely Simple Activation Shaping for Out-of-D...	2022-09-20	Code
8	DICE + ReAct (ResNet-50)	93.94	No	DICE: Leveraging Sparsification for Out-of-Distr...	2021-11-18	Code
9	MCM (CLIP-B)	92.57	No	Delving into Out-of-Distribution Detection with ...	2022-11-24	Code
10	MOS (BiT-S-R101x1)	92.01	Yes	MOS: Towards Scaling Out-of-distribution Detecti...	2021-05-05	Code
11	DICE (ResNet-50)	90.83	No	DICE: Leveraging Sparsification for Out-of-Distr...	2021-11-18	Code
12	NPOS	90.44	No	Non-Parametric Outlier Synthesis	2023-03-06	Code
13	MOOD	89.8	No	Rethinking Out-of-distribution (OOD) Detection: ...	2023-02-06	Code
14	KNN (ResNet-50 SupCon)	88.4	No	Out-of-Distribution Detection with Deep Nearest ...	2022-04-13	Code
15	ReAct (ResNet-50)	88.16	No	ReAct: Out-of-distribution Detection With Rectif...	2021-11-24	Code
16	ODIN+UMAP (ResNet-50)	86.92	No	Unleashing Mask: Explore the Intrinsic Out-of-Di...	2023-06-06	Code
17	KNN (ResNet-50)	80.1	No	Out-of-Distribution Detection with Deep Nearest ...	2022-04-13	Code
18	DOE	76.26	No	Out-of-distribution Detection with Implicit Outl...	2023-03-09	Code

#1CMA(ViT-B/16, NegLabel)SOTA
96.36
AUROC· 2025-03-24
Enhanced OoD Detection through Cross-Modal Alignment of Multi-Modal Representations Code
#2LINe (ResNet50)SOTA
95.26
AUROC· 2023-03-24
LINe: Out-of-Distribution Detection by Leveraging Important Neurons Code
#3SCALE (ResNet50)
95.02
AUROC· 2023-09-30
Scaling for Training Time and Post-hoc Out-of-distribution Detection Enhancement Code
#4NNGuide (RegNet)
94.43
AUROC· Extra Data· 2023-09-26
Nearest Neighbor Guidance for Out-of-Distribution Detection Code
#5MCM (CLIP-L)SOTA
94.14
AUROC· 2022-11-24
Delving into Out-of-Distribution Detection with Vision-Language Representations Code
#6RankFeat (ResNetv2-101)SOTA
94.07
AUROC· 2022-09-18
RankFeat: Rank-1 Feature Removal for Out-of-distribution Detection Code
#7ASH-S (ResNet-50)
94.02
AUROC· 2022-09-20
Extremely Simple Activation Shaping for Out-of-Distribution Detection Code
#8DICE + ReAct (ResNet-50)SOTA
93.94
AUROC· 2021-11-18
DICE: Leveraging Sparsification for Out-of-Distribution Detection Code
#9MCM (CLIP-B)
92.57
AUROC· 2022-11-24
Delving into Out-of-Distribution Detection with Vision-Language Representations Code
#10MOS (BiT-S-R101x1)SOTA
92.01
AUROC· Extra Data· 2021-05-05
MOS: Towards Scaling Out-of-distribution Detection for Large Semantic Space Code
#11DICE (ResNet-50)
90.83
AUROC· 2021-11-18
DICE: Leveraging Sparsification for Out-of-Distribution Detection Code
#12NPOS
90.44
AUROC· 2023-03-06
Non-Parametric Outlier Synthesis Code
#13MOOD
89.8
AUROC· 2023-02-06
Rethinking Out-of-distribution (OOD) Detection: Masked Image Modeling is All You Need Code
#14KNN (ResNet-50 SupCon)
88.4
AUROC· 2022-04-13
Out-of-Distribution Detection with Deep Nearest Neighbors Code
#15ReAct (ResNet-50)
88.16
AUROC· 2021-11-24
ReAct: Out-of-distribution Detection With Rectified Activations Code
#16ODIN+UMAP (ResNet-50)
86.92
AUROC· 2023-06-06
Unleashing Mask: Explore the Intrinsic Out-of-Distribution Detection Capability Code
#17KNN (ResNet-50)
80.1
AUROC· 2022-04-13
Out-of-Distribution Detection with Deep Nearest Neighbors Code
#18DOE
76.26
AUROC· 2023-03-09
Out-of-distribution Detection with Implicit Outlier Transformation Code