Advances, Systems and Applications
From: RDPNet: a single-path lightweight CNN with re-parameterization for CPU-type edge devices
Model | Param(M) | FLOPs(M) | CIFAR10 Acc.(\(\%\)) | CIFAR100 Acc.(\(\%\)) | Latency(ms) |
---|---|---|---|---|---|
RDPNet-0.25x | 0.2 | 6.7 | 89.7 | 68.4 | 11.79 |
RPDNet-0.5x | 0.46 | 21.9 | 92.0 | 70.5 | 13.0 |
RPDNet-0.75x | 0.8 | 45.9 | 92.4 | 72.3 | 13.75 |
RDPNet-1.0x | 1.3 | 78.5 | 93.7 | 73.8 | 14.67 |
RDPNet-1.25x | 1.9 | 117.7 | 94.5 | 75.1 | 16.76 |
RDPNet-1.5x | 2.6 | 164.3 | 94.7 | 75.6 | 17.36 |