Table 4.
Core software and library versions.
| Library/tool | Version | Function |
|---|---|---|
| Ubuntu | 20.04LTS | 64-bit OS |
| Python | 3.9 | Runtime environment |
| PyTorch | 1.10.1 | Deep learning framework |
| CUDA | 10.1 | GPU computing platform |
| Torchvision | 0.11.1 | Image processing & model components |
| OpenCV | ≥4.6.0 | Low-level image preprocessing |
| Pandas | ≥1.1.4 | Result statistics & analysis |
| Seaborn | ≥0.11.0 | Result visualization |