Lyolo: a lightweight object detection algorithm integrating label enhancement for high-quality prediction boxes

• Published in: Pattern analysis and applications : PAA Vol. 28; no. 3
• Main Authors: Gao, Ruxin, Ling, Zhiyong, Wang, Chengyang, Li, Xiang, She, Jianmin, Liu, Qunpo
• Format: Journal Article
• Language: English
• Published: London Springer London 01.09.2025; Springer Nature B.V
• Subjects: Algorithms; Boxes; Computer Science; Datasets; Feature extraction; Image resolution; Labels; Object recognition; Original Article; Parameters; Pattern Recognition; Feature enhancement; Downsampling; Label enhancement; Object detection

In the field of object detection, most researchers overlook the relationship between predicted bounding boxes and ground truth boxes. Moreover, the downsampling of conventional convolution reduces image resolution, often sacrificing some details and edge information, impacting the precise determinat...