collaborative learning 1few-shot learning 1medical image segmentation 1scribble supervision 1superpixel 1
From the 1 of 2 linked papers with an AI index.
2 papers
cs.CV2026
Bi-Level Collaborative Learning for Few-Shot Scribble-Supervised Medical Image Segmentation
Xiang-Xiang Su, Yufan Ye, Yihang Zheng +2
The paper introduces a bi-level collaborative learning framework that combines a learnable superpixel model with a segmentation network to improve few-shot, scribble‑supervised med…
cs.CV2026
BiEvLight: Bi-level Learning of Task-Aware Event Refinement for Low-Light Image Enhancement
Zishu Yao, Xiang-Xiang Su, Shengning Zhou +3
Event cameras, with their high dynamic range, show great promise for Low-light Image Enhancement (LLIE). Existing works primarily focus on designing effective modal fusion strategi…