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EXPERIMENTAL PLATFORM HARDWARE CONFIGURATION
| Name | Related Configuration |
|---|---|
| Operating System | Windows11 |
| Processor | 11th Gen Intel(R) Core(TM) i7-11800H @ 2.30GHz 2.30 GHz |
| Memory | 16G |
| GPU | NVIDIA GeForce RTX 3050 |
| Deep Learning | Pytorch |
| Framework |
COMPARISON OF ORIGINAL AND IMPROVED ALGORITHMS
| Algorithm | Precision | Recall | mAP@0.5:0.95 | mAP@0.5 | F1 Score |
|---|---|---|---|---|---|
| YOLOv8 | 85.3 | 89.3 | 88.9 | 57.8 | 87.2 |
| YOLOv8+CBAM | 87.3 | 84.4 | 88.94 | 58.2 | 87.84 |
EXPERIMENTAL PARAMETER SETTINGS
| Parameter | Parameter Setting |
|---|---|
| Number of training iterations | 50 |
| Learning rate | 0.001 |
| Batch size | 16 |
| Image size | 640 |
| Optimizer | Lion |