Training environment |
OS: Windows 10 (64-bit) |
CPU: Intel Core i7-9700Â H @ 3.00Â GHz |
GPU: Single NVIDIA GeForce RTX 2070–8GB |
RAM: 24GB |
Deep learning framework: Pytorch |
Training strategy |
Optimizer: Ranger (with Gradient Centralization) |
Learning rate: 0.001 |
Epoch: 200 |
Data augmentation method: |
Randomly fliping in xy plane |
Randomly rotating 0 ~ 180 degrees on the z-axis |
Random scaling 0.75 ~ 1.25 times |