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Benchmarks
Federated Learning Image Classification on Office-Caltech10 (test)
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19.5
Amazon Accuracy
FedBN
13.78
15.265
16.75
18.235
Dec 21, 2023
Amazon Accuracy
Caltech Accuracy
DSLR Accuracy
WebCam Accuracy
Average Accuracy
Updated 4d ago
Evaluation Results
Method
Method
Links
Amazon Accuracy
Caltech Accuracy
DSLR Accuracy
WebCam Accuracy
Average Accuracy
FedBN
Dirichlet alpha=1.0, H...
2023.12
19.5
12.6
11.9
2.4
11.6
COPA
Dirichlet alpha=1.0, H...
2023.12
17.5
11.5
8.1
4.7
10.4
Fed-CO2
Dirichlet alpha=1.0, H...
2023.12
17.5
16.6
12.5
3.7
12.6
FedPer
Dirichlet alpha=1.0, H...
2023.12
16.5
16.1
11.9
1.7
11.5
FedAvg
Dirichlet alpha=1.0, H...
2023.12
15.9
15
11.2
3
11.3
FedRoD
Dirichlet alpha=1.0, H...
2023.12
14.7
12.1
6.25
6.4
9.9
SingleSet
Dirichlet alpha=1.0, H...
2023.12
14.6
15.2
10
3.4
10.8
FedProx
Dirichlet alpha=1.0, H...
2023.12
14
13
9.4
5.1
10.4
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