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