Image Classification on ImageNet-1K (val) (Accuracy and Throughput)
81.8AccuracyATS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ATS#Param=86.6M, Approx. GMACs=15.3, Backbone=DeiT-B, Finetuning=false2023.11 | 81.8 | 368.3 | |
| GTP#Param=86.6M, Approx. GMACs=15.3, Backbone=DeiT-B, Finetuning=false2023.11 | 81.8 | 449.1 | |
| EViT#Param=86.6M, Approx. GMACs=15.3, Backbone=DeiT-B, Finetuning=false2023.11 | 81.7 | 447.2 | |
| ATS#Param=86.6M, Approx. GMACs=13.1, Backbone=DeiT-B, Finetuning=false2023.11 | 81.7 | 407.9 | |
| ToMe#Param=86.6M, Approx. GMACs=15.3, Backbone=DeiT-B, Finetuning=false2023.11 | 81.6 | 435.1 | |
| Evo-ViT#Param=86.6M, Approx. GMACs=15.3, Backbone=DeiT-B, Finetuning=false2023.11 | 81.5 | 430.6 | |
| GTP#Param=86.6M, Approx. GMACs=13.1, Backbone=DeiT-B, Finetuning=false2023.11 | 81.5 | 521.8 | |
| ATS#Param=86.6M, Approx. GMACs=11.6, Backbone=DeiT-B, Finetuning=false2023.11 | 81.4 | 453.7 | |
| EViT#Param=86.6M, Approx. GMACs=13.1, Backbone=DeiT-B, Finetuning=false2023.11 | 81.3 | 513 | |
| ToMe#Param=86.6M, Approx. GMACs=13.1, Backbone=DeiT-B, Finetuning=false2023.11 | 81.2 | 504.9 | |
| Evo-ViT#Param=86.6M, Approx. GMACs=13.1, Backbone=DeiT-B, Finetuning=false2023.11 | 80.9 | 492.2 | |
| GTP#Param=86.6M, Approx. GMACs=11.6, Backbone=DeiT-B, Finetuning=false2023.11 | 80.9 | 601.8 | |
| ToMe#Param=86.6M, Approx. GMACs=11.6, Backbone=DeiT-B, Finetuning=false2023.11 | 80.6 | 584.5 | |
| EViT#Param=86.6M, Approx. GMACs=11.6, Backbone=DeiT-B, Finetuning=false2023.11 | 80.5 | 593.2 | |
| ATS#Param=86.6M, Approx. GMACs=9.8, Backbone=DeiT-B, Finetuning=false2023.11 | 80.5 | 519.6 | |
| GTP#Param=86.6M, Approx. GMACs=9.8, Backbone=DeiT-B, Finetuning=false2023.11 | 80 | 703.6 | |
| DyViT#Param=89.5M, Approx. GMACs=15.3, Backbone=DeiT-B, Finetuning=false2023.11 | 79.9 | 420 | |
| ATS#Param=86.6M, Approx. GMACs=8.8, Backbone=DeiT-B, Finetuning=false2023.11 | 79.6 | 545.2 | |
| ToMe#Param=86.6M, Approx. GMACs=9.8, Backbone=DeiT-B, Finetuning=false2023.11 | 79.5 | 678.6 | |
| Evo-ViT#Param=86.6M, Approx. GMACs=11.6, Backbone=DeiT-B, Finetuning=false2023.11 | 79.1 | 570.2 | |
| EViT#Param=86.6M, Approx. GMACs=9.8, Backbone=DeiT-B, Finetuning=false2023.11 | 78.7 | 685.4 | |
| GTP#Param=86.6M, Approx. GMACs=8.8, Backbone=DeiT-B, Finetuning=false2023.11 | 78.3 | 778.5 | |
| ToMe#Param=86.6M, Approx. GMACs=8.8, Backbone=DeiT-B, Finetuning=false2023.11 | 77.8 | 764 | |
| DyViT#Param=89.5M, Approx. GMACs=13.1, Backbone=DeiT-B, Finetuning=false2023.11 | 77.7 | 489 | |
| Evo-ViT#Param=86.6M, Approx. GMACs=9.8, Backbone=DeiT-B, Finetuning=false2023.11 | 75.8 | 665.6 | |
| DyViT#Param=89.5M, Approx. GMACs=11.6, Backbone=DeiT-B, Finetuning=false2023.11 | 75.5 | 579.7 | |
| EViT#Param=86.6M, Approx. GMACs=8.8, Backbone=DeiT-B, Finetuning=false2023.11 | 75.1 | 787.4 | |
| DyViT#Param=89.5M, Approx. GMACs=9.8, Backbone=DeiT-B, Finetuning=false2023.11 | 69.5 | 676.2 | |
| Tri-Level#Param=86.6M, Approx. GMACs=15.3, Backbone=DeiT-B, Finetuning=false2023.11 | 64.6 | 398.9 | |
| Tri-Level#Param=86.6M, Approx. GMACs=13.1, Backbone=DeiT-B, Finetuning=false2023.11 | 64.6 | 466.7 | |
| Tri-Level#Param=86.6M, Approx. GMACs=11.6, Backbone=DeiT-B, Finetuning=false2023.11 | 64.6 | 539.7 | |
| Tri-Level#Param=86.6M, Approx. GMACs=9.8, Backbone=DeiT-B, Finetuning=false2023.11 | 64.6 | 622.9 | |
| Tri-Level#Param=86.6M, Approx. GMACs=8.8, Backbone=DeiT-B, Finetuning=false2023.11 | 64.6 | 707.7 | |
| Evo-ViT#Param=86.6M, Approx. GMACs=8.8, Backbone=DeiT-B, Finetuning=false2023.11 | 60.6 | 736.6 | |
| DyViT#Param=89.5M, Approx. GMACs=8.8, Backbone=DeiT-B, Finetuning=false2023.11 | 50.2 | 784.2 |