Image Classification on ImageNet (Accuracy and Input Resolution)
80.78Top-1 AccuracySTAM (DeiT-Base)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| STAM (DeiT-Base)Attention used complete image=No, Classification used complete image=No, Evaluation Criterion=Equivalent sensing to PatchDrop, Time steps (t)=262022.04 | 80.78 | — | |
| STAM (DeiT-Small (default))Attention used complete image=No, Classification used complete image=No, Evaluation Criterion=Equivalent sensing to PatchDrop, Time steps (t)=262022.04 | 78.25 | — | |
| STAM (DeiT-Small (default))Attention used complete image=No, Classification used complete image=No, Evaluation Criterion=Equivalent accuracy to PatchDrop, Time steps (t)=192022.04 | 76.35 | — | |
| STAM (DeiT-Base)Attention used complete image=No, Classification used complete image=No, Evaluation Criterion=Equivalent accuracy to PatchDrop, Time steps (t)=132022.04 | 76.13 | — | |
| PatchDropAttention used complete image=Yes, Classification used complete image=Yes2022.04 | 76 | — | |
| GFNetAttention used complete image=Yes, Classification used complete image=Yes2022.04 | 75.93 | — | |
| TNetAttention used complete image=Yes, Classification used complete image=Yes2022.04 | 74.62 | — | |
| STNAttention used complete image=Yes, Classification used complete image=Yes, Development=developed in [46] based on [32]2022.04 | 71.4 | — | |
| SaccaderAttention used complete image=Yes, Classification used complete image=No, Source=results from [27]2022.04 | 70.31 | — | |
| DRAMAttention used complete image=Yes, Classification used complete image=No, Source=results from [27]2022.04 | 67.5 | — |