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Out-of-Distribution Detection
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ImageNet-1k vs SUN
Out-of-Distribution Detection on ImageNet-1k vs SUN
Metric: FPR95 (higher is better)
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Model
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FPR95
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Extra Data
Paper
Date
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Code
1
DOE
80.94
No
Out-of-distribution Detection with Implicit Outl...
2023-03-09
Code
2
RP+GradNorm
73.53
No
-
-
Code
3
KNN (ResNet-50)
69.53
No
Out-of-Distribution Detection with Deep Nearest ...
2022-04-13
Code
4
DML
57.4
No
-
-
-
5
SHE
54.19
No
-
-
Code
6
ODIN+UMAP (ResNet-50)
49.69
No
Unleashing Mask: Explore the Intrinsic Out-of-Di...
2023-06-06
Code
7
KNN (ResNet-50 SupCon)
48.91
No
Out-of-Distribution Detection with Deep Nearest ...
2022-04-13
Code
8
ReAct (ResNet-50)
47.69
No
ReAct: Out-of-distribution Detection With Rectif...
2021-11-24
Code
9
GradNorm (ResNetv2-101)
46.48
No
On the Importance of Gradients for Detecting Dis...
2021-10-01
Code
10
NPOS
43.77
No
Non-Parametric Outlier Synthesis
2023-03-06
Code
11
MOS (BiT-S-R101x1)
40.63
Yes
MOS: Towards Scaling Out-of-distribution Detecti...
2021-05-05
Code
12
MCM (CLIP-B)
37.59
No
Delving into Out-of-Distribution Detection with ...
2022-11-24
Code
13
DICE (ResNet-50)
35.15
No
DICE: Leveraging Sparsification for Out-of-Distr...
2021-11-18
Code
14
RankFeat (ResNetv2-101)
29.27
No
RankFeat: Rank-1 Feature Removal for Out-of-dist...
2022-09-18
Code
15
MCM (CLIP-L)
29
No
Delving into Out-of-Distribution Detection with ...
2022-11-24
Code
16
ASH-S (ResNet-50)
27.98
No
Extremely Simple Activation Shaping for Out-of-D...
2022-09-20
Code
17
DICE + ReAct (ResNet-50)
25.45
No
DICE: Leveraging Sparsification for Out-of-Distr...
2021-11-18
Code
18
SCALE (ResNet50)
23.27
No
Scaling for Training Time and Post-hoc Out-of-di...
2023-09-30
Code
19
NNGuide (RegNet)
21.58
Yes
Nearest Neighbor Guidance for Out-of-Distributio...
2023-09-26
Code
20
LINe (ResNet50)
19.48
No
LINe: Out-of-Distribution Detection by Leveragin...
2023-03-24
Code
21
CMA(ViT-B/16, NegLabel)
16.84
No
Enhanced OoD Detection through Cross-Modal Align...
2025-03-24
Code