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Ming-Chun-Cheng Liu

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Open access Oct 2026

Lightweight Traffic Object Detection via SIoU Loss, CBAM, and Hyperparameter Evolution

The results demonstrate that coordinated optimization of the regression objective, feature representation, and training configuration can effectively improve lightweight traffic object detection without relying primarily on major increases in model complexity.

Jia-Yi Wu, Ming-Chun-Cheng Liu, Hao-Nan Yang · 0 citations

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