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ResearchFormerly WizWand

Image Classification on Others

93.91AccuracyFull-Tune
87.56689.21390.8692.507Apr 7, 2026
Updated 6mo ago

Evaluation results

MethodLinks
Full-TuneArchitecture=ViT-L/16, Data Setting=Full-Data, Param. #=304.33, Memory=41.5, Time=520, Throughput=79.582026.0493.91
Full-TuneBackbone=ViT-Large/16, Data Setting=Full-Data, Param. #=304.33, Memory=41.5, Time=520, Throughput=79.582026.0493.91
SSFArchitecture=ViT-L/16, Data Setting=Full-Data, Param. #=0.48, Memory=34.7, Time=299, Throughput=79.492026.0492.21
SSFBackbone=ViT-Large/16, Data Setting=Full-Data, Param. #=0.48, Memory=34.7, Time=299, Throughput=79.492026.0492.21
AdapterFormerArchitecture=ViT-L/16, Data Setting=Full-Data, Param. #=0.65, Memory=32.3, Time=289, Throughput=23.692026.0492.08
AdapterFormerBackbone=ViT-Large/16, Data Setting=Full-Data, Param. #=0.65, Memory=32.3, Time=289, Throughput=23.692026.0492.08
LoRAArchitecture=ViT-L/16, Data Setting=Full-Data, Param. #=1.00, Memory=33.1, Time=363, Throughput=79.432026.0491.45
E2VPTArchitecture=ViT-L/16, Data Setting=Full-Data, Param. #=1.21, Memory=33.4, Time=369, Throughput=52.322026.0491.45
LoRABackbone=ViT-Large/16, Data Setting=Full-Data, Param. #=1.00, Memory=33.1, Time=363, Throughput=79.432026.0491.45
AdapterArchitecture=ViT-L/16, Data Setting=Full-Data, Param. #=2.17, Memory=32.4, Time=357, Throughput=63.392026.0491.21
AdapterBackbone=ViT-Large/16, Data Setting=Full-Data, Param. #=2.17, Memory=32.4, Time=357, Throughput=63.392026.0491.21
GateVPTArchitecture=ViT-L/16, Data Setting=Full-Data, Param. #=3.14, Memory=34.9, Time=395, Throughput=61.342026.0491.11
APArchitecture=ViT-L/16, Data Setting=Full-Data, Param. #=0.16, Memory=31.6, Time=262, Throughput=79.432026.0491.09
APBackbone=ViT-Large/16, Data Setting=Full-Data, Param. #=0.16, Memory=31.6, Time=262, Throughput=79.432026.0491.09
VPTBackbone=ViT-Large/16, Data Setting=Full-Data, Param. #=1.24, Memory=38.6, Time=397, Throughput=72.842026.0490.64
BiasArchitecture=ViT-L/16, Data Setting=Full-Data, Param. #=0.29, Memory=32.9, Time=297, Throughput=79.432026.0490.41
BiasBackbone=ViT-Large/16, Data Setting=Full-Data, Param. #=0.29, Memory=32.9, Time=297, Throughput=79.482026.0490.41
VPTArchitecture=ViT-L/16, Data Setting=Full-Data, Param. #=0.25, Memory=33.7, Time=334, Throughput=76.352026.0490.14
Linear-ProbeArchitecture=ViT-L/16, Data Setting=Full-Data, Param. #=0.01, Memory=9.7, Time=121, Throughput=79.642026.0487.81
Linear-ProbeBackbone=ViT-Large/16, Data Setting=Full-Data, Param. #=0.01, Memory=9.7, Time=121, Throughput=79.642026.0487.81