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