| 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 | |||
| DenseNet121 | PyTorch | 31 | 74.65 | 92.17 | 50 | 62 | 9 | 140 | 80 | ||
| DenseNet121 | Keras | 31 | 75.00 | 92.30 | 65 | 61 | 7 | 150 | 74 | ||
| DenseNet161 | PyTorch | 110 | 77.65 | 93.80 | 195 | 74 | 16 | 378 | 210 | ||
| DenseNet169 | PyTorch | 55 | 76.00 | 93.00 | 92 | 62 | 10 | 215 | 104 | ||
| DenseNet169 | Keras | 55 | 76.20 | 93.20 | 91 | 61 | 7 | 190 | 106 | ||
| DenseNet201 | PyTorch | 77 | 77.20 | 93.57 | 132 | 65 | 14 | 272 | 155 | ||
| DenseNet201 | Keras | 77 | 77.30 | 93.60 | 129 | 61 | 10 | 286 | 150 | ||
Reference: https://arxiv.org/abs/1608.06993
Inputs:
- 224x224
- 3-channel RGB
- [0-255] pixel range
Dataset:
Versions:
- iOS 13.5.1
- XCode 11.5