TPMN defect detection network architecture

TPMN: Texture Prior-Aware Multi-Level Feature Fusion Network for Corrugated Cardboard Parcels Defect Detection (IJACSA)

By extracting low-level texture priors via Canny edge detection and fusing them with multi-scale deep features, TPMN addresses the challenges of non-uniform surface textures and multi-scale defect openings in logistics parcel inspection, achieving strong sensitivity to defective packages on a self-collected cardboard-boxes dataset.

Xing He, Haoxiang Fan, Cuifeng Du, Xingyu Zhu, Yuyu Zhou, Renzhang Chen, Zhefu Li, Guihua Zheng, Yuansheng Zhong, Changjiang Liu, Jiandan Yang, Quanlong Guan (2024)