LCPNet: Latent Consistent Proximal Unfolding Network for Infrared Small Target Detection
This work derives a Latent Consistent Proximal (LCP) solver that evolves each latent variable from its previous state rather than reconstructing through an indirect residual, and stabilizes small target updates through task-adaptive normalization and gain control.