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: Instead of only checking the final output, the model supervises the features at every convolutional stage.

DeepCrack is built on an framework (specifically inspired by SegNet) to identify line structures in complex backgrounds. 1. Multi-Scale Feature Fusion sites crack

The field has moved beyond basic detection into more advanced territory: : Instead of only checking the final output,

: A set of 537 images featuring complex backgrounds like bare, dirty, and rough concrete. sites crack

Allows scientists to see the microscopic "river patterns" that lead back to the exact origin site.