Table 12 Comparison of computational efficiency across hardware and software configurations.
From: The optimization of youth football training using deep learning and artificial intelligence
Hardware configuration | Training time (hours) | Inference time (per image, seconds) | Memory usage (GB) | Model accuracy (%) |
---|---|---|---|---|
Dual NVIDIA GTX 1080 | 15 | 0.05 | 7.2 | 91.2 |
NVIDIA GTX 1070 | 20 | 0.07 | 6.5 | 91.1 |
NVIDIA GTX 1060 | 25 | 0.10 | 5.8 | 91.1 |