Table 16 Impact of different hardware configurations on the balance between speed and accuracy.
From: The optimization of youth football training using deep learning and artificial intelligence
Hardware platform | Model configuration | Processing time (ms) | Accuracy (F1-Score) | Recall | Precision |
|---|---|---|---|---|---|
CPU | Standard CNN Model | 500 | 0.85 | 0.82 | 0.87 |
GPU | Standard CNN Model | 150 | 0.90 | 0.88 | 0.91 |
CPU | Lightweight Model | 100 | 0.82 | 0.80 | 0.84 |
GPU | Lightweight Model | 50 | 0.83 | 0.81 | 0.85 |
Embedded Device (Jetson Nano) | Lightweight Model | 60 | 0.80 | 0.78 | 0.82 |
