Shadow Crack Better -
: If a real crack is dismissed as a shadow, water can penetrate the pavement, leading to freeze-thaw damage and structural failure .
Techniques such as Self-Organizing Maps (SOM) and Attention-Enhanced Networks are increasingly used to help AI "focus" on the specific textures of a crack, which remain distinct from the smooth gradient of a shadow even when brightness levels are similar. Conclusion shadow crack