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

Metric: FPR95 (higher is better)

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#	Model↕	FPR95▼	Extra Data	Paper	Date↕	Code
1	GEN	68.32	No	-	-	Code
2	KNN (ResNet-50)	59.08	No	Out-of-Distribution Detection with Deep Nearest ...	2022-04-13	Code
3	DOE	55.87	No	Out-of-distribution Detection with Implicit Outl...	2023-03-09	Code
4	GradNorm	50.03	No	On the Importance of Gradients for Detecting Dis...	2021-10-01	Code
5	DML	47.32	No	-	-	-
6	RP+GradNorm	43.87	No	-	-	Code
7	ReAct (ResNet-50)	42.4	No	ReAct: Out-of-distribution Detection With Rectif...	2021-11-24	Code
8	RankFeat (ResNetv2-101)	41.31	No	RankFeat: Rank-1 Feature Removal for Out-of-dist...	2022-09-18	Code
9	SHE	34.22	No	-	-	Code
10	MCM (CLIP-B)	30.91	No	Delving into Out-of-Distribution Detection with ...	2022-11-24	Code
11	KNN (ResNet-50 SupCon)	30.83	No	Out-of-Distribution Detection with Deep Nearest ...	2022-04-13	Code
12	MCM (CLIP-L)	28.38	No	Delving into Out-of-Distribution Detection with ...	2022-11-24	Code
13	ODIN+UMAP (ResNet-50)	21.97	No	Unleashing Mask: Explore the Intrinsic Out-of-Di...	2023-06-06	Code
14	DICE + ReAct (ResNet-50)	18.64	No	DICE: Leveraging Sparsification for Out-of-Distr...	2021-11-18	Code
15	NPOS	16.58	No	Non-Parametric Outlier Synthesis	2023-03-06	Code
16	LINe (ResNet-50)	12.26	No	LINe: Out-of-Distribution Detection by Leveragin...	2023-03-24	Code
17	ASH-S (ResNet-50)	11.49	No	Extremely Simple Activation Shaping for Out-of-D...	2022-09-20	Code
18	NNGuide (ResNet50 w/ ReAct)	11.12	No	Nearest Neighbor Guidance for Out-of-Distributio...	2023-09-26	Code
19	SCALE (ResNet50)	9.5	No	Scaling for Training Time and Post-hoc Out-of-di...	2023-09-30	Code
20	MOS (BiT-S-R101x1)	9.28	No	MOS: Towards Scaling Out-of-distribution Detecti...	2021-05-05	Code
21	DisCoPatch	3.6	No	DisCoPatch: Taming Adversarially-driven Batch St...	2025-01-14	-
22	ViM (ViT-B/16)	2.6	No	ViM: Out-Of-Distribution with Virtual-logit Matc...	2022-03-21	Code
23	NNGuide (RegNet)	1.83	No	Nearest Neighbor Guidance for Out-of-Distributio...	2023-09-26	Code
24	CMA(ViT-B/16, NegLabel)	1.65	No	Enhanced OoD Detection through Cross-Modal Align...	2025-03-24	Code

#1GEN
68.32
FPR95
No paperCode
#2KNN (ResNet-50)SOTA
59.08
FPR95· 2022-04-13
Out-of-Distribution Detection with Deep Nearest Neighbors Code
#3DOE
55.87
FPR95· 2023-03-09
Out-of-distribution Detection with Implicit Outlier Transformation Code
#4GradNormSOTA
50.03
FPR95· 2021-10-01
On the Importance of Gradients for Detecting Distributional Shifts in the Wild Code
#5DML
47.32
FPR95
No paper
#6RP+GradNorm
43.87
FPR95
No paperCode
#7ReAct (ResNet-50)
42.4
FPR95· 2021-11-24
ReAct: Out-of-distribution Detection With Rectified Activations Code
#8RankFeat (ResNetv2-101)
41.31
FPR95· 2022-09-18
RankFeat: Rank-1 Feature Removal for Out-of-distribution Detection Code
#9SHE
34.22
FPR95
No paperCode
#10MCM (CLIP-B)
30.91
FPR95· 2022-11-24
Delving into Out-of-Distribution Detection with Vision-Language Representations Code
#11KNN (ResNet-50 SupCon)
30.83
FPR95· 2022-04-13
Out-of-Distribution Detection with Deep Nearest Neighbors Code
#12MCM (CLIP-L)
28.38
FPR95· 2022-11-24
Delving into Out-of-Distribution Detection with Vision-Language Representations Code
#13ODIN+UMAP (ResNet-50)
21.97
FPR95· 2023-06-06
Unleashing Mask: Explore the Intrinsic Out-of-Distribution Detection Capability Code
#14DICE + ReAct (ResNet-50)
18.64
FPR95· 2021-11-18
DICE: Leveraging Sparsification for Out-of-Distribution Detection Code
#15NPOS
16.58
FPR95· 2023-03-06
Non-Parametric Outlier Synthesis Code
#16LINe (ResNet-50)
12.26
FPR95· 2023-03-24
LINe: Out-of-Distribution Detection by Leveraging Important Neurons Code
#17ASH-S (ResNet-50)
11.49
FPR95· 2022-09-20
Extremely Simple Activation Shaping for Out-of-Distribution Detection Code
#18NNGuide (ResNet50 w/ ReAct)
11.12
FPR95· 2023-09-26
Nearest Neighbor Guidance for Out-of-Distribution Detection Code
#19SCALE (ResNet50)
9.5
FPR95· 2023-09-30
Scaling for Training Time and Post-hoc Out-of-distribution Detection Enhancement Code
#20MOS (BiT-S-R101x1)SOTA
9.28
FPR95· 2021-05-05
MOS: Towards Scaling Out-of-distribution Detection for Large Semantic Space Code
#21DisCoPatch
3.6
FPR95· 2025-01-14
DisCoPatch: Taming Adversarially-driven Batch Statistics for Improved Out-of-Distribution Detection
#22ViM (ViT-B/16)
2.6
FPR95· 2022-03-21
ViM: Out-Of-Distribution with Virtual-logit Matching Code
#23NNGuide (RegNet)
1.83
FPR95· 2023-09-26
Nearest Neighbor Guidance for Out-of-Distribution Detection Code
#24CMA(ViT-B/16, NegLabel)
1.65
FPR95· 2025-03-24
Enhanced OoD Detection through Cross-Modal Alignment of Multi-Modal Representations Code