SOTA Federated Image Classification benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
CIFAR-100 and CIFAR-100-C brightness (test)	FedRoD+FOOGD	Accuracy (In-Distribution)0.7788	33	1mo ago
Fashion-MNIST (test)		Accuracy82.4	20	1mo ago
Federated EMNIST (test)	Spectral Sentinel	Accuracy78.4	12	1mo ago
SVHN (test)	FedGELA	PA98.52	12	1mo ago
Fed-ISIC 2019	FedGELA	PA79.27	11	1mo ago
PACS	FedDAP	Accuracy (Photo)90.43	10	9d ago
CIFAR-10 (i.i.d.)	FedEx	Test Error20.82	8	1mo ago
FEMNIST non-i.i.d.	FedEx	Test Error14.76	8	1mo ago
FEMNIST i.i.d.	Successive Halving	Test Error Rate14.79	8	1mo ago
CIFAR-100 Dirichlet alpha=0.5 (test)	FedPrism	Global Accuracy14.47	7	1mo ago
CIFAR-10 Dirichlet alpha=0.5 (test)	FedPrism	Global Accuracy50.22	7	1mo ago
FMNIST Dirichlet alpha=0.5 (test)	FedPrism	Global Accuracy88.12	7	1mo ago
SVHN Dirichlet alpha=0.5 (test)	FedPrism	Global Accuracy86.94	7	1mo ago
CIFAR100 (test)	FedGELA	PA82.79	7	1mo ago
CIFAR10 (test)	FedGELA	PA94.28	7	1mo ago
CIFAR-10 Dir-0.1 (test)	FedEMA-Distill	Training Rounds40	6	1mo ago
CIFAR-100 unseen clients (test)	FedEM	Test Accuracy47.5	3	1mo ago
CIFAR-10 unseen clients (test)	FedEM	Average Test Accuracy85.9	3	1mo ago
EMNIST unseen clients (test)	FedEM	Test Accuracy84	3	1mo ago
FEMNIST unseen clients (test)	FedEM	Test Accuracy79.1	3	1mo ago

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