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Benchmark - MobileNet

Convert

The torchvision pretraining model can be transformed into zcls by script

$ cd /path/to/ZCls
$ python tools/converters/torchvision_mobilenet_to_zcls_mobilenet.py

Benchmark

arch framework top1 top5 input_size dataset params_size/MB
 gflops
 cpu_infer/s
mobilenet_v2 zcls 71.429 90.151 224x224 imagenet 13.370 0.628 0.027
mobilenet_v2 torchvision 71.429 90.151 224x224 imagenet 13.370 0.628 0.025
mnasnet0_5 zcls 66.961 86.946 224x224 imagenet 8.463 0.221 0.017
mnasnet0_5 torchvision 66.961 86.946 224x224 imagenet 8.463 0.221 0.015
mnasnet1_0 zcls 73.249 91.235 224x224 imagenet 16.721 0.651 0.021
mnasnet1_0 torchvision 73.249 91.235 224x224 imagenet 16.721 0.651 0.023
mobilenet_v3_large torchvision 65.157 86.014 224x224 imagenet 20.916 0.451 0.131
mobilenet_v3_small torchvision 70.909 89.765 224x224 imagenet 9.700 0.119 0.097

CPU_INFO: Intel(R) Core(TM) i7-7700HQ CPU @ 2.80GHz