Advances, Systems and Applications
From: RDPNet: a single-path lightweight CNN with re-parameterization for CPU-type edge devices
Model | Param(M) | FLOPs(G) | CUDA(ms) | CPU(ms) |
---|---|---|---|---|
VGG16 | 138 | 15.5 | 467.0 | 122.78 |
Resnet18 | 11.7 | 1.8 | 22.29 | 65.58 |
Resnet50 | 25.6 | 4.1 | 85.55 | 107.67 |
MobilenetV3-small | 3.6 | 0.1 | 20.31 | 30.43 |
Mobilenetv2-1x | 3.5 | 0.3 | 38.29 | 45.62 |
Shufflunetv2-1.5x | 3.5 | 0.3 | 28.31 | 36.05 |
RepVGG-A0 | 7.0 | 1.4 | 4.83 | 52.34 |
RDPNet-1.0x | 1.3 | 0.3 | 12.45 | 23.14 |