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Model Source Size, MB Quality: Accuracy, % Latency, ms
CoreML Source iPhone 11 Pro iPhone 7
Top-1 Top-5 Top-1 Top-5 CPU GPU ANE CPU GPU
VGG11 PyTorch 507 69.02 88.63 55 61 19 175 93
VGG11_BN PyTorch 507 70.38 89.81 57 61 20 180 86
VGG13 PyTorch 508 69.93 89.25 77 64 21 302 122
VGG13_BN PyTorch 508 71.55 90.37 78 64 21 290 116
VGG16 PyTorch 528 71.59 90.38 107 87 23 370 149
VGG16 Keras 528 71.30 90.10 120 93 22 388 165
VGG16_BN PyTorch 528 73.37 91.50 98 86 23 381 153
VGG19 PyTorch 548 72.38 90.88 145 109 24 506 208
VGG19 Keras 548 71.30 90.00 144 114 24 529 222
VGG19_BN PyTorch 548 74.24 91.85 125 110 25 502 199

Reference: https://arxiv.org/abs/1409.1556

Inputs:

  • 224x224
  • 3-channel RGB
  • [0-255] pixel range

Dataset:

Versions:

  • iOS 13.5.1
  • XCode 11.5