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ResearchFormerly WizWand

Image Classification on ImageNet 1k (OTS Acc., Trained Acc.)

86.9Trained AccuracyViT
67.97272.88677.882.714May 25, 2024
Updated 8mo ago

Evaluation results

MethodLinks
ViTType=merge, Backbone=MAE-H, Flops=167.4, Train speed up=false2024.0586.986.9
PiToMeType=merge, Backbone=MAE-H, Flops=92.8, Train speed up=true2024.0586.786.4
DiffRateType=merge, Backbone=MAE-H, Flops=92.8, Train speed up=true2024.0586.685.9
ToMeType=merge, Backbone=MAE-H, Flops=92.8, Train speed up=true2024.0586.485.6
ToFuType=merge, Backbone=MAE-H, Flops=92.8, Train speed up=true2024.0586.485.8
DCTType=merge, Backbone=MAE-H, Flops=92.8, Train speed up=true2024.058684.3
ViTType=merge, Backbone=MAE-L, Flops=61.6, Train speed up=false2024.0585.785.7
MViTv2-LType=Other, Flops=42.1, Train speed up=false2024.0585.3—
DiffRateType=merge, Backbone=MAE-L, Flops=31.0, Train speed up=true2024.0585.383.2
PiToMeType=merge, Backbone=MAE-L, Flops=31.0, Train speed up=true2024.0585.384.6
ToFuType=merge, Backbone=MAE-L, Flops=31.0, Train speed up=true2024.0585.183.8
ToMeType=merge, Backbone=MAE-L, Flops=31.0, Train speed up=true2024.058582.9
MViTv2-BType=Other, Flops=10.2, Train speed up=false2024.0584.4—
DCTType=merge, Backbone=MAE-L, Flops=31.0, Train speed up=true2024.0584.482.8
CSWin-BType=Other, Flops=15.0, Train speed up=false2024.0584.2—
Swin-BType=Other, Flops=15.4, Train speed up=false2024.0584—
PiToMeType=merge, Backbone=DeiT-S, Flops=2.9, Train speed up=true2024.0579.879.1
ViTType=merge, Backbone=DeiT-S, Flops=4.6, Train speed up=false2024.0579.879.8
ToFuType=merge, Backbone=DeiT-S, Flops=2.9, Train speed up=true2024.0579.677.8
E-ViTType=prune, Backbone=DeiT-S, Flops=2.9, Train speed up=false2024.0579.5—
DiffRateType=merge, Backbone=DeiT-S, Flops=2.9, Train speed up=true2024.0579.576.8
ToMeType=merge, Backbone=DeiT-S, Flops=2.9, Train speed up=true2024.0579.477.7
Dynamic-ViTType=prune, Backbone=DeiT-S, Flops=2.9, Train speed up=false2024.0579.3—
SP-ViTType=prune, Backbone=DeiT-S, Flops=2.6, Train speed up=false2024.0579.3—
A-ViTType=prune, Backbone=DeiT-S, Flops=2.9, Train speed up=false2024.0578.6—
DCTType=merge, Backbone=DeiT-S, Flops=2.9, Train speed up=true2024.0578.674.8
ViTType=merge, Backbone=DeiT-T, Flops=1.2, Train speed up=false2024.0572.372.3
PiToMeType=merge, Backbone=DeiT-T, Flops=0.79, Train speed up=true2024.0571.670.8
DiffRateType=merge, Backbone=DeiT-T, Flops=0.79, Train speed up=true2024.0570.769.9
ToFuType=merge, Backbone=DeiT-T, Flops=0.79, Train speed up=true2024.0570.569.6
ToMeType=merge, Backbone=DeiT-T, Flops=0.79, Train speed up=true2024.057068.9
DCTType=merge, Backbone=DeiT-T, Flops=0.79, Train speed up=true2024.0568.767.6