Benchmarking various mobile/edge-device oriented architectures
| model | #params(1e6) | #mult-adds(1e6) | disk size(Mb) | RAM size(Mb) |
|---|---|---|---|---|
| MNASNet(0.5) | 2.219 | 46.95 | 8.874 | 29.02 |
| MNASNet(1.0) | 4.383 | 141.32 | 17.533 | 53.42 |
| MobileNetV1(1.0) | 4.232 | 240.42 | 16.928 | 49.46 |
| MobileNetV1(0.5) | 1.332 | 63.19 | 5.326 | 21.60 |
| MobileNetV2(1.0) | 3.505 | 130.76 | 14.019 | 57.37 |
| MobileNetV2(0.5) | 1.969 | 42.56 | 7.875 | 31.50 |
| MobileNetV3(Large) | 5.483 | 95.27 | 21.932 | 50.65 |
| MobileNetV3(Small) | 2.543 | 25.97 | 10.171 | 19.62 |
| ShuffleNetV2(1.0) | 2.279 | 64.57 | 9.114 | 22.15 |
| ShuffleNetV2(0.5) | 1.367 | 18.42 | 5.467 | 12.28 |
| ResNet18 | 11.690 | 776.71 | 46.758 | 62.80 |
| ResNet34 | 21.798 | 1558.31 | 87.191 | 111.46 |
| ResNet50 | 25.557 | 1739.54 | 102.228 | 174.51 |