Rethinking Efficient Crack Segmentation with Task-Aligned Structural-Directional Modeling

Shipeng Liu, Liang Zhao, Dengfeng Chen +1

Recent crack segmentation methods often follow generic semantic segmentation designs, using stronger backbones, hybrid CNN-Transformer-Mamba encoders, and auxiliary enhancement bra…