Benchmark - RepVGG
Convert
The RepVGG pretraining model can be transformed into zcls by script
$ cd /path/to/ZCls
$ python tools/converters/official_repvgg_to_zcls_repvgg.py
Benchmark
| arch | framework |
top1 | top5 | input_size | dataset | params_size/MB |
gflops |
cpu_infer/s |
|---|---|---|---|---|---|---|---|---|
| repvgg_a0_train | zcls | 72.009 | 90.389 | 224x224 | imagenet | 34.748 | 3.043 | 0.031 |
| repvgg_a0_infer | zcls | 72.007 | 90.389 | 224x224 | imagenet | 31.698 | 2.727 | 0.017 |
| repvgg_a1_train | zcls | 74.092 | 91.695 | 224x224 | imagenet | 53.758 | 5.277 | 0.044 |
| repvgg_a1_infer | zcls | 74.092 | 91.699 | 224x224 | imagenet | 48.789 | 4.733 | 0.030 |
| repvgg_a2_train | zcls | 76.286 | 93.034 | 224x224 | imagenet | 107.615 | 11.403 | 0.086 |
| repvgg_a2_infer | zcls | 76.284 | 93.036 | 224x224 | imagenet | 97.275 | 10.240 | 0.054 |
| repvgg_b0_train | zcls | 74.934 | 92.312 | 224x224 | imagenet | 60.341 | 6.827 | 0.059 |
| repvgg_b0_infer | zcls | 74.944 | 92.312 | 224x224 | imagenet | 54.699 | 6.121 | 0.041 |
| repvgg_b1_train | zcls | 78.127 | 94.182 | 224x224 | imagenet | 219.021 | 26.314 | 0.187 |
| repvgg_b1_infer | zcls | 78.121 | 94.182 | 224x224 | imagenet | 197.714 | 23.642 | 0.126 |
| repvgg_b1g2_train | zcls | 77.803 | 93.866 | 224x224 | imagenet | 174.646 | 19.634 | 0.155 |
| repvgg_b1g2_infer | zcls | 77.805 | 93.864 | 224x224 | imagenet | 157.776 | 17.630 | 0.107 |
| repvgg_b1g4_train | zcls | 77.579 | 93.726 | 224x224 | imagenet | 152.458 | 16.295 | 0.152 |
| repvgg_b1g4_infer | zcls | 77.579 | 93.726 | 224x224 | imagenet | 137.808 | 14.625 | 0.114 |
| repvgg_b2_train | zcls | 78.789 | 94.326 | 224x224 | imagenet | 339.593 | 40.907 | 0.282 |
| repvgg_b2_infer | zcls | 78.787 | 94.324 | 224x224 | imagenet | 306.378 | 36.766 | 0.230 |
| repvgg_b2g4_train | zcls | 79.491 | 94.768 | 224x224 | imagenet | 235.590 | 25.252 | 0.192 |
| repvgg_b2g4_infer | zcls | 79.495 | 94.768 | 224x224 | imagenet | 212.774 | 22.677 | 0.141 |
| repvgg_b3_train | zcls | 80.436 | 95.278 | 224x224 | imagenet | 469.533 | 58.324 | 0.373 |
| repvgg_b3_infer | zcls | 80.442 | 95.280 | 224x224 | imagenet | 423.282 | 52.433 | 0.309 |
| repvgg_b3g4_train | zcls | 80.070 | 95.154 | 224x224 | imagenet | 319.767 | 35.781 | 0.270 |
| repvgg_b3g4_infer | zcls | 80.072 | 95.156 | 224x224 | imagenet | 288.493 | 32.144 | 0.203 |
| repvgg_b3g4_train | zcls | 81.174 | 95.811 | 320x320 | imagenet | 319.767 | 73.018 | 0.486 |
| repvgg_b3g4_infer | zcls | 81.180 | 95.811 | 320x320 | imagenet | 288.493 | 65.595 | 0.368 |
| repvgg_d2se_train | zcls | 81.748 | 95.811 | 224x224 | imagenet | 508.632 | 73.107 | 0.521 |
| repvgg_d2se_infer | zcls | 81.752 | 95.813 | 224x224 | imagenet | 459.242 | 65.705 | 0.413 |
| repvgg_d2se_train | zcls | 83.555 | 96.657 | 320x320 |
imagenet | 508.632 | 149.188 | 0.924 |
| repvgg_d2se_infer | zcls | 83.559 | 96.657 | 320x320 | imagenet | 459.242 | 134.082 | 0.754 |
CPU_INFO: Intel(R) Core(TM) i7-7700HQ CPU @ 2.80GHz