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FedISIC dataset and benchmarks · SOTA2 Research

Research Datasets

FedISIC

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Federated Open-Set Active Learning

FedISIC R = 5 (test)

100ID Purity

42

Domain Generalization

FedISIC

67.88Accuracy

20

Image Classification

FedISIC (Natural split)

70.18Balanced Accuracy

10

Medical Image Classification

FedISIC

69.57Average Accuracy

10

Federated Learning

FedISIC

95.8Jain's Fairness Index

7

Client Contribution Estimation Correlation

FedISIC (Natural split)

0.92Average Pearson Correlation

5

Popular tasks

Image Classification Medical Image Classification Domain Generalization Federated Learning Federated Open-Set Active Learning

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