Image Classification on CIFAR-10 (Anat and Arob Metrics)
81.17AnatResNet-18 + GDWS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ResNet-18 + GDWSBackbone=ResNet-18, Size [MB]=29.1, FPS=1042021.10 | 81.17 | 50.98 | |
| ResNet-18 (DWS)Backbone=ResNet-18, Convolution Type=Depthwise-Separable, Size [MB]=5.5, FPS=1202021.10 | 80.12 | 48.52 | |
| MobileNetV1Size [MB]=12.3, FPS=1252021.10 | 79.92 | 49.08 | |
| MobileNetV2Size [MB]=8.5, FPS=702021.10 | 79.59 | 48.55 | |
| VGG-16 + GDWSBackbone=VGG-16, Size [MB]=28.7, FPS=1292021.10 | 77.17 | 49.56 | |
| ResNet-20Size [MB]=6.4, FPS=1252021.10 | 74.82 | 47 |