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

Rethinking Efficient Crack Segmentation with Task-Aligned Structural-Directional Modeling arXiv:2605.31048v1 Announce Type: new Abstract: Recent crack segmentation methods often follow generic semantic segmentation designs, using stronger backbones, hybrid CNN-Transformer-Mamba encoders, and auxiliary enhancement branches. Although effective, this raises whether stronger generic feature mixing is the most suitable direction for crack segmentation. We instead formulate crack segmentation as spar