Image Classification on Others
93.91AccuracyFull-Tune
Evaluation Results
| Method | Links | |
|---|---|---|
| Full-TuneArchitecture=ViT-L/16, Data Setting=Full-Data, Param. #=304.33, Memory=41.5, Time=520, Throughput=79.582026.04 | 93.91 | |
| Full-TuneBackbone=ViT-Large/16, Data Setting=Full-Data, Param. #=304.33, Memory=41.5, Time=520, Throughput=79.582026.04 | 93.91 | |
| SSFArchitecture=ViT-L/16, Data Setting=Full-Data, Param. #=0.48, Memory=34.7, Time=299, Throughput=79.492026.04 | 92.21 | |
| SSFBackbone=ViT-Large/16, Data Setting=Full-Data, Param. #=0.48, Memory=34.7, Time=299, Throughput=79.492026.04 | 92.21 | |
| AdapterFormerArchitecture=ViT-L/16, Data Setting=Full-Data, Param. #=0.65, Memory=32.3, Time=289, Throughput=23.692026.04 | 92.08 | |
| AdapterFormerBackbone=ViT-Large/16, Data Setting=Full-Data, Param. #=0.65, Memory=32.3, Time=289, Throughput=23.692026.04 | 92.08 | |
| LoRAArchitecture=ViT-L/16, Data Setting=Full-Data, Param. #=1.00, Memory=33.1, Time=363, Throughput=79.432026.04 | 91.45 | |
| E2VPTArchitecture=ViT-L/16, Data Setting=Full-Data, Param. #=1.21, Memory=33.4, Time=369, Throughput=52.322026.04 | 91.45 | |
| LoRABackbone=ViT-Large/16, Data Setting=Full-Data, Param. #=1.00, Memory=33.1, Time=363, Throughput=79.432026.04 | 91.45 | |
| AdapterArchitecture=ViT-L/16, Data Setting=Full-Data, Param. #=2.17, Memory=32.4, Time=357, Throughput=63.392026.04 | 91.21 | |
| AdapterBackbone=ViT-Large/16, Data Setting=Full-Data, Param. #=2.17, Memory=32.4, Time=357, Throughput=63.392026.04 | 91.21 | |
| GateVPTArchitecture=ViT-L/16, Data Setting=Full-Data, Param. #=3.14, Memory=34.9, Time=395, Throughput=61.342026.04 | 91.11 | |
| APArchitecture=ViT-L/16, Data Setting=Full-Data, Param. #=0.16, Memory=31.6, Time=262, Throughput=79.432026.04 | 91.09 | |
| APBackbone=ViT-Large/16, Data Setting=Full-Data, Param. #=0.16, Memory=31.6, Time=262, Throughput=79.432026.04 | 91.09 | |
| VPTBackbone=ViT-Large/16, Data Setting=Full-Data, Param. #=1.24, Memory=38.6, Time=397, Throughput=72.842026.04 | 90.64 | |
| BiasArchitecture=ViT-L/16, Data Setting=Full-Data, Param. #=0.29, Memory=32.9, Time=297, Throughput=79.432026.04 | 90.41 | |
| BiasBackbone=ViT-Large/16, Data Setting=Full-Data, Param. #=0.29, Memory=32.9, Time=297, Throughput=79.482026.04 | 90.41 | |
| VPTArchitecture=ViT-L/16, Data Setting=Full-Data, Param. #=0.25, Memory=33.7, Time=334, Throughput=76.352026.04 | 90.14 | |
| Linear-ProbeArchitecture=ViT-L/16, Data Setting=Full-Data, Param. #=0.01, Memory=9.7, Time=121, Throughput=79.642026.04 | 87.81 | |
| Linear-ProbeBackbone=ViT-Large/16, Data Setting=Full-Data, Param. #=0.01, Memory=9.7, Time=121, Throughput=79.642026.04 | 87.81 |