HIGHLIGHTS
- What: To enhance model accuracy while conserving computational time through fewer experiments, in this study, the authors employed a uniform experimental design to optimize parameters, effectively addressing the challenge of multi-factor and multi-level parameter selection. In this study, seven factors, including three 2-level factors and four 3-level factors, were designed and are listed in Table 1. The authors aim to verify the effectiveness of U-YOLOv4 using two datasets. The model was also evaluated under various lighting scenarios and tested for real-time application on highways.
- Who: MYU Tokyo and colleagues . . .

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