2 papers
cs.CV2026
Lightweight Polyp Segmentation via a Gain-Aware Prediction-Space Recursive Controller
Jiachi Zhang, Zhuoyu Wu, Quanjun Wang +2
While lightweight polyp segmentation is highly desirable for low-cost deployment, reported performance gains often stem from upgraded backbone encoders, complex decoders, or heavy…
cs.CV2026
RIGS-Refiner: Risk-Guided Recursive Refinement in Prediction Space for Colonoscopy Polyp Segmentation
Jiachi Zhang, Zhuoyu Wu, Wenqi Fang
Post-refinement can improve colonoscopy segmentation after host inference, but many designs still rely on extra correction heads or multi-stage pipelines with non-negligible parame…