| Learning rate | Epochs | Image transformer settings | Results | Notes |
|---|---|---|---|---|
| 5e-5 | 25 | RandomCrop,RandomHorizontalFliop,RandomRotation(15) |
98.65% | |
| 5e-5 | 20 | RandomCrop,RandomHorizontalFliop,RandomRotation(15) |
99.19%,99.12%,99.05% | |
| 5e-5 | 10 | RandomCrop,RandomHorizontalFliop,RandomRotation(15) |
98.78% | |
| 5e-5 | 10 | RandomCrop,RandomHorizontalFliop,RandomRotation(15) |
98.78% | |
| 5e-5 | 18 | RandomCrop,RandomHorizontalFliop,RandomRotation(15) |
98.58% | |
| 3e-5 | 20 | RandomCrop,RandomHorizontalFliop,RandomRotation(15) |
99.39%,99.46%,98.92% | |
| 1e-5 | 20 | RandomCrop,RandomHorizontalFliop,RandomRotation(15) |
98.92% | |
| 4e-5 | 20 | RandomCrop,RandomHorizontalFliop,RandomRotation(15) |
99.12% |
| Learning rate | Epochs | Image transformer settings | Results | Notes |
|---|---|---|---|---|
layer4:1e-4, fc:1e-3 |
20 | RandomHorizontalFlip,RandomRotation(10),RandomResizedCrop |
82.89% | |
fc:1e-4 |
20 | RandomHorizontalFlip,RandomRotation(10),RandomResizedCrop |
79.24% | |
fc:1e-5 |
20 | RandomHorizontalFlip,RandomRotation(10),RandomResizedCrop |
53.14% | |
fc:1e-3 |
20 | RandomHorizontalFlip,RandomRotation(10),RandomResizedCrop |
80.87% | |
fc:5e-4 |
20 | RandomHorizontalFlip,RandomRotation(10),RandomResizedCrop |
80.66% | |
fc:5e-4 |
40 | RandomHorizontalFlip,RandomRotation(10),RandomResizedCrop |
80.73% | |
layer4:5e-5, fc:5e-4 |
20 | RandomHorizontalFlip,RandomRotation(10),RandomResizedCrop |
82.76% | |
layer4:5e-4, fc:5e-4 |
20 | RandomHorizontalFlip,RandomRotation(10),RandomResizedCrop |
79.78% | |
layer4:1e-4, fc:5e-4 |
20 | RandomHorizontalFlip,RandomRotation(10),RandomResizedCrop |
83.98% | |
layer3:1e-4, layer4:5e-5 |
10 | RandomHorizontalFlip,RandomRotation(10),RandomResizedCrop |
95.22% | |
layer3:1e-4, layer4:5e-5 |
17 | RandomHorizontalFlip,RandomRotation(10),RandomResizedCrop |
96.30% | |
layer3:1e-4, layer4:5e-5 |
25 | RandomHorizontalFlip,RandomRotation(10),RandomResizedCrop |
95.31% |
| Learning rate | Epochs | Image transformer settings | Results | Notes(infer time) |
|---|---|---|---|---|
fc:5e-5 |
10 | ViT+Lora | 96.75% | 4.48s |
fc:1e-5 |
10 | ViT+Lora | 2.97% | 5.08s |
fc:3e-5 |
10 | ViT+Lora | 94.32% | 5.26s |
fc:5e-5 |
20 | ViT+Lora | 97.63% | 4.75s |
fc:1e-5 |
20 | ViT+Lora | 86.41% | 4.81s |
fc:3e-5 |
20 | ViT+Lora | 97.35% | 7.22s |
fc:1e-5 |
20 | ViT | 90.26% | 15.22s |
fc:3e-5 |
20 | ViT | 91.26% | 16.39s |
fc:5e-5 |
20 | ViT | 92.26% | 14.85s |