Image Classification on ImageNet (val) (Top-1 Acc & Latency)
84Top-1 AccuracyBaseline
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| BaselineModel=LV-VIT-M, Hardware=Samsung Galaxy S20 (Snapdragon 865)2021.12 | 84 | 269 | |
| DynamicViTModel=LV-VIT-M, Hardware=Samsung Galaxy S20 (Snapdragon 865)2021.12 | 83.61 | 195 | |
| BaselineModel=LV-VIT-S, Hardware=Samsung Galaxy S20 (Snapdragon 865)2021.12 | 83.3 | 148 | |
| SPVITModel=LV-VIT-S, Hardware=Samsung Galaxy S20 (Snapdragon 865)2021.12 | 83.1 | 89 | |
| DynamicViTModel=LV-VIT-S, Hardware=Samsung Galaxy S20 (Snapdragon 865)2021.12 | 83 | 114 | |
| BaselineModel=DeiT-S, Hardware=Samsung Galaxy S20 (Snapdragon 865)2021.12 | 79.8 | 113 | |
| SPVITModel=DeiT-S, Hardware=Samsung Galaxy S20 (Snapdragon 865), target_latency=60ms2021.12 | 79.34 | 60 | |
| DynamicViTModel=DeiT-S, Hardware=Samsung Galaxy S20 (Snapdragon 865)2021.12 | 79.3 | 72 | |
| S2VITEModel=DeiT-S, Hardware=Samsung Galaxy S20 (Snapdragon 865)2021.12 | 79.22 | 78 | |
| IA-RED2Model=DeiT-S, Hardware=Samsung Galaxy S20 (Snapdragon 865)2021.12 | 79.1 | 80 | |
| SPVIT-320Model=DeiT-S, Hardware=Samsung Galaxy S20 (Snapdragon 865)2021.12 | 78.65 | 47 | |
| SPVIT-320Model=DeiT-T, Hardware=Samsung Galaxy S20 (Snapdragon 865)2021.12 | 77.02 | 38 | |
| SPVITModel=DeiT-S, Hardware=Samsung Galaxy S20 (Snapdragon 865), target_latency=38ms2021.12 | 77.02 | 38 | |
| SPVIT-256Model=DeiT-T, Hardware=Samsung Galaxy S20 (Snapdragon 865)2021.12 | 76.87 | 36 | |
| SPVITModel=LV-VIT-M, Hardware=Samsung Galaxy S20 (Snapdragon 865)2021.12 | 73.71 | 152 | |
| BaselineModel=DeiT-T, Hardware=Samsung Galaxy S20 (Snapdragon 865)2021.12 | 72.2 | 44 | |
| SPVITModel=DeiT-T, Hardware=Samsung Galaxy S20 (Snapdragon 865), target_latency=33ms2021.12 | 72.2 | 33 | |
| SPVITModel=DeiT-T, Hardware=Samsung Galaxy S20 (Snapdragon 865), target_latency=26ms2021.12 | 72.1 | 26 | |
| DynamicViTModel=DeiT-T, Hardware=Samsung Galaxy S20 (Snapdragon 865)2021.12 | 71.85 | 37 | |
| S2VITEModel=DeiT-T, Hardware=Samsung Galaxy S20 (Snapdragon 865)2021.12 | 70.12 | 35 |