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. 2025 Sep 12;8:1637842. doi: 10.3389/frai.2025.1637842

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