SCALER$:$ SAM-Enhanced Collaborative Learning for Label-Deficient Concealed Object Segmentation May 2, 2025 Manuscript Important Concealed Object Segmentation Chunming He (何春明) Graduate Student My research interests include low-level vision, concealed object segmentation, medical data analysis, and multimodal large language models.