3 papers
cs.CV2025
Adaptively Distilled ControlNet: Accelerated Training and Superior Sampling for Medical Image Synthesis
Kunpeng Qiu, Zhiying Zhou, Yongxin Guo
Medical image annotation is constrained by privacy concerns and labor-intensive labeling, significantly limiting the performance and generalization of segmentation models. While ma…
cs.CV2025
Noise-Consistent Siamese-Diffusion for Medical Image Synthesis and Segmentation
Kunpeng Qiu, Zhiqiang Gao, Zhiying Zhou +2
Deep learning has revolutionized medical image segmentation, yet its full potential remains constrained by the paucity of annotated datasets. While diffusion models have emerged as…
cs.CV2024
Learn From Zoom: Decoupled Supervised Contrastive Learning For WCE Image Classification
Kunpeng Qiu, Zhiying Zhou, Yongxin Guo
Accurate lesion classification in Wireless Capsule Endoscopy (WCE) images is vital for early diagnosis and treatment of gastrointestinal (GI) cancers. However, this task is confron…