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ImageCLEF-DA
Domain Adaptation on ImageCLEF-DA
Metric: Accuracy (higher is better)
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#
Model
↕
Accuracy
▼
Augmentations
Paper
Date
↕
Code
1
CMKD
94.3
No
-
-
Code
2
MCC+NWD
90.7
No
Reusing the Task-specific Classifier as a Discri...
2022-04-08
Code
3
GLOT-DR
90.4
No
Global-Local Regularization Via Distributional R...
2022-03-01
Code
4
SPL
90.3
No
Unsupervised Domain Adaptation via Structured Pr...
2019-11-18
Code
5
DFA-SAFN
90.2
No
Discriminative Feature Alignment: Improving Tran...
2020-06-23
Code
6
DADA
89.3
No
Dual Adversarial Domain Adaptation
2020-01-01
Code
7
DFA-ENT
89.1
No
Discriminative Feature Alignment: Improving Tran...
2020-06-23
Code
8
MEDM
88.9
No
Entropy Minimization vs. Diversity Maximization ...
2020-02-05
Code
9
IAFN+ENT
88.9
No
Larger Norm More Transferable: An Adaptive Featu...
2018-11-19
Code
10
DDA
88.9
No
Transfer Learning with Dynamic Distribution Adap...
2019-09-17
Code
11
ASAN
88.6
No
-
-
Code
12
CADA-P
88.3
No
Attending to Discriminative Certainty for Domain...
2019-06-08
Code
13
EasyTL
88.2
No
Easy Transfer Learning By Exploiting Intra-domai...
2019-04-02
Code
14
rRevGrad+CAT
80.7
No
Cluster Alignment with a Teacher for Unsupervise...
2019-03-24
Code
15
IDDA (Alexnet)
80.6
No
Looking back at Labels: A Class based Domain Ada...
2019-04-02
Code
16
CAADA
80.2
No
Correlation-aware Adversarial Domain Adaptation ...
2019-11-29
-
17
DAN
76.9
No
Learning Transferable Features with Deep Adaptat...
2015-02-10
Code