Federated Image Classification

Benchmarks

Dataset Name	SOTA Method	Metric
CIFAR100 (test)	PDR+Krum	Wall Time0.0729	128	6d ago
CIFAR-100 and CIFAR-100-C brightness (test)	FedRoD+FOOGD	Accuracy (In-Distribution)0.7788	33	3mo ago
Fashion-MNIST (test)		Accuracy82.4	20	3mo ago
CIFAR10 (test)	FedGELA	GA74.07	13	2d ago
OrganCMNIST (test)	FedKPer	Global Accuracy66	12	1mo ago
OrganSMNIST (test)	FedKPer	Global Accuracy51.7	12	1mo ago
BloodMNIST (test)	FedKPer	Average Global Accuracy64.5	12	1mo ago
Federated EMNIST (test)	Spectral Sentinel	Accuracy78.4	12	3mo ago
SVHN (test)	FedGELA	PA98.52	12	3mo ago
CIFAR-10 Dirichlet alpha=0.5 (test)	FedCoE	Local Accuracy77.27	11	13d ago
Fed-ISIC 2019	FedGELA	PA79.27	11	3mo ago
PACS	FedDAP	Accuracy (Photo)90.43	10	1mo ago
Office-Caltech	FedHPro	Accuracy (Caltech)64.61	9	20d ago
Digits	FedHPro	Accuracy (MNIST)98.52	9	20d ago
CIFAR-100 IID (test)		CBA MTA71.87	9	21d ago
CIFAR-10 IID (test)	FedAvg	CBA MTA92.04	9	21d ago
CIFAR-10 (i.i.d.)	FedEx	Test Error20.82	8	3mo ago
FEMNIST non-i.i.d.	FedEx	Test Error14.76	8	3mo ago
FEMNIST i.i.d.	Successive Halving	Test Error Rate14.79	8	3mo ago
CIFAR-100 Dirichlet alpha=0.5 (test)	FedPrism	Global Accuracy14.47	7	2mo ago
FMNIST Dirichlet alpha=0.5 (test)	FedPrism	Global Accuracy88.12	7	2mo ago
SVHN Dirichlet alpha=0.5 (test)	FedPrism	Global Accuracy86.94	7	2mo ago
MNIST non-IID, α=0.1 (test)	FedAvg-M	Test Accuracy95.51	6	1mo ago
CIFAR-10 Dir-0.1 (test)	FedEMA-Distill	Training Rounds40	6	2mo ago
CIFAR-10 alpha=0.1, Cold-Start (test)	FedCoE	Client 1 Accuracy89.8	4	13d ago

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