2 papers
cs.AI2026
Camyla: Scaling Autonomous Research in Medical Image Segmentation
Yifan Gao, Haoyue Li, Feng Yuan +3
We present Camyla, a system for fully autonomous research within the scientific domain of medical image segmentation. Camyla transforms raw datasets into literature-grounded resear…
eess.IV2026
Few-Shot Distribution-Aligned Flow Matching for Data Synthesis in Medical Image Segmentation
Jie Yang, Ziqi Ye, Aihua Ke +3
Data heterogeneity hinders clinical deployment of medical image analysis models, and generative data augmentation helps mitigate this issue. However, recent diffusion-based methods…