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ResearchFormerly WizWand

Image Classification on Tiny ImageNet (Acc and Rounds)

0.7123AccuracyFedNSAM
0.0663560.2340530.401750.569447Feb 27, 2026Mar 10, 2026Mar 22, 2026Apr 2, 2026Apr 14, 2026Apr 25, 2026May 7, 2026
Updated 5mo ago

Evaluation results

MethodLinks
FedNSAMModel=ViT-Base, Param=88M, FLOPs=55.4G, Dirichlet coefficient=0.1, Participation Rate=5%, Pre-training=ImageNet-22k, Batch Size=162026.020.712326
FedNSAMModel=Swin-Base, Param=80M, FLOPs=15.4G, Dirichlet coefficient=0.1, Participation Rate=5%, Pre-training=ImageNet-22k, Batch Size=162026.020.708642
FedAGCModel=ViT-Base, Param=88M, FLOPs=55.4G, Dirichlet coefficient=0.1, Participation Rate=5%, Pre-training=ImageNet-22k, Batch Size=162026.020.702241
FedNSAMModel=Swin-Small, Param=50M, FLOPs=8.7G, Dirichlet coefficient=0.1, Participation Rate=5%, Pre-training=ImageNet-22k, Batch Size=162026.020.701267
FedAvgModel=Swin-Small, Param=50M, FLOPs=8.7G, Dirichlet coefficient=0.1, Participation Rate=5%, Pre-training=ImageNet-22k, Batch Size=16, Input size=2242026.020.698100
FedAvgMModel=ViT-Base, Param=88M, FLOPs=55.4G, Dirichlet coefficient=0.1, Participation Rate=5%, Pre-training=ImageNet-22k, Batch Size=162026.020.697780
SCAFFOLDModel=Swin-Small, Param=50M, FLOPs=8.7G, Dirichlet coefficient=0.1, Participation Rate=5%, Pre-training=ImageNet-22k, Batch Size=162026.020.696282
FedAvgMModel=Swin-Base, Param=80M, FLOPs=15.4G, Dirichlet coefficient=0.1, Participation Rate=5%, Pre-training=ImageNet-22k, Batch Size=162026.020.681875
FedAvgMModel=Swin-Small, Param=50M, FLOPs=8.7G, Dirichlet coefficient=0.1, Participation Rate=5%, Pre-training=ImageNet-22k, Batch Size=162026.020.6763100
FedAvgModel=Swin-Base, Param=80M, FLOPs=15.4G, Dirichlet coefficient=0.1, Participation Rate=5%, Pre-training=ImageNet-22k, Batch Size=162026.020.6741100
SCAFFOLDModel=Swin-Base, Param=80M, FLOPs=15.4G, Dirichlet coefficient=0.1, Participation Rate=5%, Pre-training=ImageNet-22k, Batch Size=162026.020.673788
FedLESAMModel=ViT-Base, Param=88M, FLOPs=55.4G, Dirichlet coefficient=0.1, Participation Rate=5%, Pre-training=ImageNet-22k, Batch Size=162026.020.6628100
FedGAMMAModel=ViT-Base, Param=88M, FLOPs=55.4G, Dirichlet coefficient=0.1, Participation Rate=5%, Pre-training=ImageNet-22k, Batch Size=162026.020.6602100
FedLESAMModel=Swin-Base, Param=80M, FLOPs=15.4G, Dirichlet coefficient=0.1, Participation Rate=5%, Pre-training=ImageNet-22k, Batch Size=162026.020.6589100
FedGAMMAModel=Swin-Base, Param=80M, FLOPs=15.4G, Dirichlet coefficient=0.1, Participation Rate=5%, Pre-training=ImageNet-22k, Batch Size=162026.020.6564100
FedAGCModel=Swin-Base, Param=80M, FLOPs=15.4G, Dirichlet coefficient=0.1, Participation Rate=5%, Pre-training=ImageNet-22k, Batch Size=162026.020.6554100
FedSAMModel=ViT-Base, Param=88M, FLOPs=55.4G, Dirichlet coefficient=0.1, Participation Rate=5%, Pre-training=ImageNet-22k, Batch Size=162026.020.6546100
FedLESAMModel=Swin-Small, Param=50M, FLOPs=8.7G, Dirichlet coefficient=0.1, Participation Rate=5%, Pre-training=ImageNet-22k, Batch Size=162026.020.6511100
FedGAMMAModel=Swin-Small, Param=50M, FLOPs=8.7G, Dirichlet coefficient=0.1, Participation Rate=5%, Pre-training=ImageNet-22k, Batch Size=162026.020.6502100
SCAFFOLDModel=ViT-Base, Param=88M, FLOPs=55.4G, Dirichlet coefficient=0.1, Participation Rate=5%, Pre-training=ImageNet-22k, Batch Size=162026.020.6502100
FedAvgModel=ViT-Base, Param=88M, FLOPs=55.4G, Dirichlet coefficient=0.1, Participation Rate=5%, Pre-training=ImageNet-22k, Batch Size=162026.020.6464100
MoFedSAMModel=ViT-Base, Param=88M, FLOPs=55.4G, Dirichlet coefficient=0.1, Participation Rate=5%, Pre-training=ImageNet-22k, Batch Size=162026.020.646100
FedSAMModel=Swin-Base, Param=80M, FLOPs=15.4G, Dirichlet coefficient=0.1, Participation Rate=5%, Pre-training=ImageNet-22k, Batch Size=162026.020.6456100
MoFedSAMModel=Swin-Base, Param=80M, FLOPs=15.4G, Dirichlet coefficient=0.1, Participation Rate=5%, Pre-training=ImageNet-22k, Batch Size=162026.020.6445100
FedAGCModel=Swin-Small, Param=50M, FLOPs=8.7G, Dirichlet coefficient=0.1, Participation Rate=5%, Pre-training=ImageNet-22k, Batch Size=162026.020.6438100
MoFedSAMModel=Swin-Small, Param=50M, FLOPs=8.7G, Dirichlet coefficient=0.1, Participation Rate=5%, Pre-training=ImageNet-22k, Batch Size=162026.020.6426100
FedSAMModel=Swin-Small, Param=50M, FLOPs=8.7G, Dirichlet coefficient=0.1, Participation Rate=5%, Pre-training=ImageNet-22k, Batch Size=162026.020.6364100
RCSAalpha=0.1, Model Heterogeneity Setting=HtFE92026.050.3308—
GCSAalpha=0.1, Model Heterogeneity Setting=HtFE92026.050.3287—
FedKDalpha=0.1, Model Heterogeneity Setting=HtFE92026.050.3279—
FMLalpha=0.1, Model Heterogeneity Setting=HtFE92026.050.3243—
LG-FedAvgalpha=0.1, Model Heterogeneity Setting=HtFE92026.050.323—
FedDistillalpha=0.1, Model Heterogeneity Setting=HtFE92026.050.3222—
FedProtoalpha=0.1, Model Heterogeneity Setting=HtFE92026.050.3152—
FedMRLalpha=0.1, Model Heterogeneity Setting=HtFE92026.050.3143—
FedTGPalpha=0.1, Model Heterogeneity Setting=HtFE92026.050.3116—
FedGenalpha=0.1, Model Heterogeneity Setting=HtFE92026.050.3086—
AlignFedalpha=0.1, Model Heterogeneity Setting=HtFE92026.050.3077—
FedGHalpha=0.1, Model Heterogeneity Setting=HtFE92026.050.2995—
GCSAalpha=0.5, Model Heterogeneity Setting=HtFE92026.050.1802—
FMLalpha=0.5, Model Heterogeneity Setting=HtFE92026.050.1799—
RCSAalpha=0.5, Model Heterogeneity Setting=HtFE92026.050.1786—
FedKDalpha=0.5, Model Heterogeneity Setting=HtFE92026.050.178—
FedDistillalpha=0.5, Model Heterogeneity Setting=HtFE92026.050.1768—
FedProtoalpha=0.5, Model Heterogeneity Setting=HtFE92026.050.1696—
FedMRLalpha=0.5, Model Heterogeneity Setting=HtFE92026.050.1622—
LG-FedAvgalpha=0.5, Model Heterogeneity Setting=HtFE92026.050.1575—
FedTGPalpha=0.5, Model Heterogeneity Setting=HtFE92026.050.157—
FedGenalpha=0.5, Model Heterogeneity Setting=HtFE92026.050.1457—
AlignFedalpha=0.5, Model Heterogeneity Setting=HtFE92026.050.1454—
GCSAalpha=1.0, Model Heterogeneity Setting=HtFE92026.050.1411—
FMLalpha=1.0, Model Heterogeneity Setting=HtFE92026.050.1385—
FedKDalpha=1.0, Model Heterogeneity Setting=HtFE92026.050.1372—
RCSAalpha=1.0, Model Heterogeneity Setting=HtFE92026.050.1341—
FedDistillalpha=1.0, Model Heterogeneity Setting=HtFE92026.050.1307—
FedProtoalpha=1.0, Model Heterogeneity Setting=HtFE92026.050.1251—
FedMRLalpha=1.0, Model Heterogeneity Setting=HtFE92026.050.1248—
FedGHalpha=0.5, Model Heterogeneity Setting=HtFE92026.050.1223—
FedTGPalpha=1.0, Model Heterogeneity Setting=HtFE92026.050.118—
LG-FedAvgalpha=1.0, Model Heterogeneity Setting=HtFE92026.050.1179—
AlignFedalpha=1.0, Model Heterogeneity Setting=HtFE92026.050.1073—
FedGenalpha=1.0, Model Heterogeneity Setting=HtFE92026.050.1065—
FedGHalpha=1.0, Model Heterogeneity Setting=HtFE92026.050.0912—