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

Metric: AUROC (higher is better)

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#	Model↕	AUROC▼	Extra Data	Paper	Date↕	Code
1	ViM (BiT)	98.92	No	ViM: Out-Of-Distribution with Virtual-logit Matc...	2022-03-21	Code
2	NAC-UE (ResNet-50)	97.9	No	Neuron Activation Coverage: Rethinking Out-of-di...	2023-06-05	Code
3	ASH-S (ResNet-50)	97.6	No	Extremely Simple Activation Shaping for Out-of-D...	2022-09-20	Code
4	SCALE (ResNet50)	97.37	No	Scaling for Training Time and Post-hoc Out-of-di...	2023-09-30	Code
5	KNN (ResNet-50)	97.18	No	Out-of-Distribution Detection with Deep Nearest ...	2022-04-13	Code
6	DisCoPatch	96.4	No	DisCoPatch: Taming Adversarially-driven Batch St...	2025-01-14	-
7	NNGuide (ResNet50 w/ ReAct)	96.11	No	Nearest Neighbor Guidance for Out-of-Distributio...	2023-09-26	Code
8	NNGuide (RegNet)	95.82	Yes	Nearest Neighbor Guidance for Out-of-Distributio...	2023-09-26	Code
9	ViM (ViT-B/16)	95.34	Yes	ViM: Out-Of-Distribution with Virtual-logit Matc...	2022-03-21	Code
10	KNN (ResNet-50 SupCon)	94.45	No	Out-of-Distribution Detection with Deep Nearest ...	2022-04-13	Code
11	LINe (ResNet-50)	94.44	No	LINe: Out-of-Distribution Detection by Leveragin...	2023-03-24	Code
12	DICE + ReAct (ResNet-50)	92.74	No	DICE: Leveraging Sparsification for Out-of-Distr...	2021-11-18	Code
13	BATS (ResNet-50)	92.27	No	Boosting Out-of-distribution Detection with Typi...	2022-10-09	-
14	RankFeat (ResNetv2-101)	91.7	No	RankFeat: Rank-1 Feature Removal for Out-of-dist...	2022-09-18	Code
15	CMA(ViT-B/16, NegLabel)	91.64	No	Enhanced OoD Detection through Cross-Modal Align...	2025-03-24	Code
16	ReAct (ResNet-50)	91.53	No	ReAct: Out-of-distribution Detection With Rectif...	2021-11-24	Code
17	MOOD	91.3	No	Rethinking Out-of-distribution (OOD) Detection: ...	2023-02-06	Code
18	DICE (ResNet-50)	90.3	No	DICE: Leveraging Sparsification for Out-of-Distr...	2021-11-18	Code
19	DOE	88.9	No	Out-of-distribution Detection with Implicit Outl...	2023-03-09	Code
20	NPOS	88.8	No	Non-Parametric Outlier Synthesis	2023-03-06	Code
21	ODIN+UMAP (ResNet-50)	88.35	No	Unleashing Mask: Explore the Intrinsic Out-of-Di...	2023-06-06	Code
22	MCM (CLIP-B)	86.11	No	Delving into Out-of-Distribution Detection with ...	2022-11-24	Code
23	SSD	85.4	No	SSD: A Unified Framework for Self-Supervised Out...	2021-03-22	Code
24	MCM (CLIP-L)	84.88	No	Delving into Out-of-Distribution Detection with ...	2022-11-24	Code
25	Watermarking (WRN-40-2 w/ MSP)	84	No	Watermarking for Out-of-distribution Detection	2022-10-27	Code
26	MOS (BiT-S-R101x1)	81.23	Yes	MOS: Towards Scaling Out-of-distribution Detecti...	2021-05-05	Code
27	Watermarking (WRN-40-2 w/ Energy)	80.8	No	Watermarking for Out-of-distribution Detection	2022-10-27	Code

#1ViM (BiT)SOTA
98.92
AUROC· 2022-03-21
ViM: Out-Of-Distribution with Virtual-logit Matching Code
#2NAC-UE (ResNet-50)
97.9
AUROC· 2023-06-05
Neuron Activation Coverage: Rethinking Out-of-distribution Detection and Generalization Code
#3ASH-S (ResNet-50)
97.6
AUROC· 2022-09-20
Extremely Simple Activation Shaping for Out-of-Distribution Detection Code
#4SCALE (ResNet50)
97.37
AUROC· 2023-09-30
Scaling for Training Time and Post-hoc Out-of-distribution Detection Enhancement Code
#5KNN (ResNet-50)
97.18
AUROC· 2022-04-13
Out-of-Distribution Detection with Deep Nearest Neighbors Code
#6DisCoPatch
96.4
AUROC· 2025-01-14
DisCoPatch: Taming Adversarially-driven Batch Statistics for Improved Out-of-Distribution Detection
#7NNGuide (ResNet50 w/ ReAct)
96.11
AUROC· 2023-09-26
Nearest Neighbor Guidance for Out-of-Distribution Detection Code
#8NNGuide (RegNet)
95.82
AUROC· Extra Data· 2023-09-26
Nearest Neighbor Guidance for Out-of-Distribution Detection Code
#9ViM (ViT-B/16)
95.34
AUROC· Extra Data· 2022-03-21
ViM: Out-Of-Distribution with Virtual-logit Matching Code
#10KNN (ResNet-50 SupCon)
94.45
AUROC· 2022-04-13
Out-of-Distribution Detection with Deep Nearest Neighbors Code
#11LINe (ResNet-50)
94.44
AUROC· 2023-03-24
LINe: Out-of-Distribution Detection by Leveraging Important Neurons Code
#12DICE + ReAct (ResNet-50)SOTA
92.74
AUROC· 2021-11-18
DICE: Leveraging Sparsification for Out-of-Distribution Detection Code
#13BATS (ResNet-50)
92.27
AUROC· 2022-10-09
Boosting Out-of-distribution Detection with Typical Features
#14RankFeat (ResNetv2-101)
91.7
AUROC· 2022-09-18
RankFeat: Rank-1 Feature Removal for Out-of-distribution Detection Code
#15CMA(ViT-B/16, NegLabel)
91.64
AUROC· 2025-03-24
Enhanced OoD Detection through Cross-Modal Alignment of Multi-Modal Representations Code
#16ReAct (ResNet-50)
91.53
AUROC· 2021-11-24
ReAct: Out-of-distribution Detection With Rectified Activations Code
#17MOOD
91.3
AUROC· 2023-02-06
Rethinking Out-of-distribution (OOD) Detection: Masked Image Modeling is All You Need Code
#18DICE (ResNet-50)
90.3
AUROC· 2021-11-18
DICE: Leveraging Sparsification for Out-of-Distribution Detection Code
#19DOE
88.9
AUROC· 2023-03-09
Out-of-distribution Detection with Implicit Outlier Transformation Code
#20NPOS
88.8
AUROC· 2023-03-06
Non-Parametric Outlier Synthesis Code
#21ODIN+UMAP (ResNet-50)
88.35
AUROC· 2023-06-06
Unleashing Mask: Explore the Intrinsic Out-of-Distribution Detection Capability Code
#22MCM (CLIP-B)
86.11
AUROC· 2022-11-24
Delving into Out-of-Distribution Detection with Vision-Language Representations Code
#23SSDSOTA
85.4
AUROC· 2021-03-22
SSD: A Unified Framework for Self-Supervised Outlier Detection Code
#24MCM (CLIP-L)
84.88
AUROC· 2022-11-24
Delving into Out-of-Distribution Detection with Vision-Language Representations Code
#25Watermarking (WRN-40-2 w/ MSP)
84
AUROC· 2022-10-27
Watermarking for Out-of-distribution Detection Code
#26MOS (BiT-S-R101x1)
81.23
AUROC· Extra Data· 2021-05-05
MOS: Towards Scaling Out-of-distribution Detection for Large Semantic Space Code
#27Watermarking (WRN-40-2 w/ Energy)
80.8
AUROC· 2022-10-27
Watermarking for Out-of-distribution Detection Code