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ResearchFormerly WizWand

Image Classification on ImageNet-1K (val) (Accuracy and Throughput)

81.8AccuracyATS
48.93657.4686674.532Nov 6, 2023
Updated 8mo ago

Evaluation results

MethodLinks
ATS#Param=86.6M, Approx. GMACs=15.3, Backbone=DeiT-B, Finetuning=false2023.1181.8368.3
GTP#Param=86.6M, Approx. GMACs=15.3, Backbone=DeiT-B, Finetuning=false2023.1181.8449.1
EViT#Param=86.6M, Approx. GMACs=15.3, Backbone=DeiT-B, Finetuning=false2023.1181.7447.2
ATS#Param=86.6M, Approx. GMACs=13.1, Backbone=DeiT-B, Finetuning=false2023.1181.7407.9
ToMe#Param=86.6M, Approx. GMACs=15.3, Backbone=DeiT-B, Finetuning=false2023.1181.6435.1
Evo-ViT#Param=86.6M, Approx. GMACs=15.3, Backbone=DeiT-B, Finetuning=false2023.1181.5430.6
GTP#Param=86.6M, Approx. GMACs=13.1, Backbone=DeiT-B, Finetuning=false2023.1181.5521.8
ATS#Param=86.6M, Approx. GMACs=11.6, Backbone=DeiT-B, Finetuning=false2023.1181.4453.7
EViT#Param=86.6M, Approx. GMACs=13.1, Backbone=DeiT-B, Finetuning=false2023.1181.3513
ToMe#Param=86.6M, Approx. GMACs=13.1, Backbone=DeiT-B, Finetuning=false2023.1181.2504.9
Evo-ViT#Param=86.6M, Approx. GMACs=13.1, Backbone=DeiT-B, Finetuning=false2023.1180.9492.2
GTP#Param=86.6M, Approx. GMACs=11.6, Backbone=DeiT-B, Finetuning=false2023.1180.9601.8
ToMe#Param=86.6M, Approx. GMACs=11.6, Backbone=DeiT-B, Finetuning=false2023.1180.6584.5
EViT#Param=86.6M, Approx. GMACs=11.6, Backbone=DeiT-B, Finetuning=false2023.1180.5593.2
ATS#Param=86.6M, Approx. GMACs=9.8, Backbone=DeiT-B, Finetuning=false2023.1180.5519.6
GTP#Param=86.6M, Approx. GMACs=9.8, Backbone=DeiT-B, Finetuning=false2023.1180703.6
DyViT#Param=89.5M, Approx. GMACs=15.3, Backbone=DeiT-B, Finetuning=false2023.1179.9420
ATS#Param=86.6M, Approx. GMACs=8.8, Backbone=DeiT-B, Finetuning=false2023.1179.6545.2
ToMe#Param=86.6M, Approx. GMACs=9.8, Backbone=DeiT-B, Finetuning=false2023.1179.5678.6
Evo-ViT#Param=86.6M, Approx. GMACs=11.6, Backbone=DeiT-B, Finetuning=false2023.1179.1570.2
EViT#Param=86.6M, Approx. GMACs=9.8, Backbone=DeiT-B, Finetuning=false2023.1178.7685.4
GTP#Param=86.6M, Approx. GMACs=8.8, Backbone=DeiT-B, Finetuning=false2023.1178.3778.5
ToMe#Param=86.6M, Approx. GMACs=8.8, Backbone=DeiT-B, Finetuning=false2023.1177.8764
DyViT#Param=89.5M, Approx. GMACs=13.1, Backbone=DeiT-B, Finetuning=false2023.1177.7489
Evo-ViT#Param=86.6M, Approx. GMACs=9.8, Backbone=DeiT-B, Finetuning=false2023.1175.8665.6
DyViT#Param=89.5M, Approx. GMACs=11.6, Backbone=DeiT-B, Finetuning=false2023.1175.5579.7
EViT#Param=86.6M, Approx. GMACs=8.8, Backbone=DeiT-B, Finetuning=false2023.1175.1787.4
DyViT#Param=89.5M, Approx. GMACs=9.8, Backbone=DeiT-B, Finetuning=false2023.1169.5676.2
Tri-Level#Param=86.6M, Approx. GMACs=15.3, Backbone=DeiT-B, Finetuning=false2023.1164.6398.9
Tri-Level#Param=86.6M, Approx. GMACs=13.1, Backbone=DeiT-B, Finetuning=false2023.1164.6466.7
Tri-Level#Param=86.6M, Approx. GMACs=11.6, Backbone=DeiT-B, Finetuning=false2023.1164.6539.7
Tri-Level#Param=86.6M, Approx. GMACs=9.8, Backbone=DeiT-B, Finetuning=false2023.1164.6622.9
Tri-Level#Param=86.6M, Approx. GMACs=8.8, Backbone=DeiT-B, Finetuning=false2023.1164.6707.7
Evo-ViT#Param=86.6M, Approx. GMACs=8.8, Backbone=DeiT-B, Finetuning=false2023.1160.6736.6
DyViT#Param=89.5M, Approx. GMACs=8.8, Backbone=DeiT-B, Finetuning=false2023.1150.2784.2