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CIFAR-10 vs CIFAR-100
Out-of-Distribution Detection on CIFAR-10 vs CIFAR-100
Metric: AUROC (higher is better)
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#
Model
↕
AUROC
▼
Extra Data
Paper
Date
↕
Code
1
DHM
100
No
-
-
-
2
R+ViT finetuned on CIFAR-10
98.52
Yes
Exploring the Limits of Out-of-Distribution Dete...
2021-06-06
Code
3
ViT finetuned on CIFAR-10
98.42
Yes
Exploring the Limits of Out-of-Distribution Dete...
2021-06-06
Code
4
MLP-Mixer finetuned on CIFAR-10
97.85
Yes
Exploring the Limits of Out-of-Distribution Dete...
2021-06-06
Code
5
ZODE-KNN
97.12
No
Boosting Out-of-Distribution Detection with Mult...
2022-12-24
Code
6
OpenHybrid
95.1
No
Hybrid Models for Open Set Recognition
2020-03-27
-
7
ERD (ResNet18)
95.1
Yes
Semi-supervised novelty detection using ensemble...
2020-12-10
Code
8
Wide 40-2 + OECC
94.9
Yes
Outlier Exposure with Confidence Control for Out...
2019-06-08
Code
9
WRN 40-2 + OE
93.3
Yes
Deep Anomaly Detection with Outlier Exposure
2018-12-11
Code
10
Isolation Forest on EfficientNet Softmax values
91.95
No
Out-of-Distribution Detection Using Outlier Dete...
2021-08-18
Code
11
WRN 40-2 + Rotation Prediction
90.9
No
Using Self-Supervised Learning Can Improve Model...
2019-06-28
Code
12
WRN 40-2 (MSP Baseline)
87.9
No
A Baseline for Detecting Misclassified and Out-o...
2016-10-07
Code
13
ResNet + diagonal elements of Gram matrix
79.7
No
Detecting Out-of-Distribution Examples with In-d...
2019-12-28
Code