Changhua Hu

FFCS-Net: controlled multi-prior interaction via decoupled residual gating for lightweight defect detection

Embedding domain priors can compensate for the limited capacity of lightweight defect detectors, yet existing methods implicitly treat prior stacking as beneficial, overlooking the nonlinear interactions—synergy, perturbation, or conflict—that may arise when heterogeneous inducti...