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Federated Image Classification research benchmarks – Page 2 · SOTA2 Research

Federated Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CIFAR-10 Dir-0.1 (test)

40Training Rounds

6

Mar 6, 2026

CIFAR-10 alpha=0.1, Cold-Start (test)

89.8Client 1 Accuracy

4

May 21, 2026

CIFAR-100 unseen clients (test)

47.5Test Accuracy

3

Feb 26, 2026

CIFAR-10 unseen clients (test)

85.9Average Test Accuracy

3

Feb 26, 2026

EMNIST unseen clients (test)

84Test Accuracy

3

Feb 26, 2026

FEMNIST unseen clients (test)

79.1Test Accuracy

3

Feb 26, 2026

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Popular datasets

CIFAR SVHN FEMNIST CIFAR-100 CIFAR-10

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