ResNet-101 (l=0.001) | Freezed weight of ImageNet (20 epoch) | 100 | 92.6 | 93.2 | 4:04 |
Fine-tuned (20 epoch) | 100 | 97.2 | 98.1 | 7:48 |
Scratch-weightless (20 epoch) | 100 | 95.8 | 96.5 | 8:29 |
Scratch-weightless (50 epoch) | 100 | 97.8 | 98.2 | 22:48 |
GoogleNet (l=0.001) | Freezed weight of ImageNet (30 epoch) | 82 | 76.5 | 78.6 | 2:12 |
Fine-tuned (30 epoch) | 100 | 96.7 | 97.2 | 3:21 |
Scratch-weightless (30 epoch) | 99 | 96.4 | 96.8 | 3:10 |
Scratch-weightless (60 epoch) | 100 | 97.6 | 97.6 | 6:27 |
VGG-19 (l=0.0001) | Freezed weight of ImageNet (30 epoch) | 80 | 79.46 | 76.59 | 2:24 |
Fine-tuned (30 epoch) | 100 | 98.21 | 99.12 | 3:55 |
Scratch-weightless (30 epoch) | 88 | 83.63 | 88.69 | 3:52 |
Scratch-weightless (60 epoch) | 99 | 96.43 | 97.82 | 7:46 |