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Federated Learning Image Classification research benchmarks · SOTA2 Research

Federated Learning Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

93.09ACC

99

Feb 26, 2026

95.13Accuracy

99

Feb 26, 2026

CIFAR-10 Non-IID

99Convergence Accuracy

15

May 4, 2026

99.42Accuracy

15

May 4, 2026

0.434Max r_k(θ)

12

Apr 1, 2026

FLANDERS + FedAvg

11Accuracy

12

Mar 4, 2026

FLANDERS + FedAvg

33Accuracy

12

Mar 4, 2026

FLANDERS + FedAvg

70Accuracy

12

Mar 4, 2026

FLANDERS + FedAvg

84Accuracy

12

Mar 4, 2026

Office-Caltech10 (test)

19.5Amazon Accuracy

8

Feb 26, 2026

Popular datasets

CIFAR MNIST CIFAR-10 Fashion MNIST Office-Caltech

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