Search Results for author: Kunpeng Qiu

Found 3 papers, 2 papers with code

Noise-Consistent Siamese-Diffusion for Medical Image Synthesis and Segmentation

1 code implementation9 May 2025 Kunpeng Qiu, Zhiqiang Gao, Zhiying Zhou, MingJie Sun, Yongxin Guo

Deep learning has revolutionized medical image segmentation, yet its full potential remains constrained by the paucity of annotated datasets.

Image Generation Image Segmentation +2

Learn From Zoom: Decoupled Supervised Contrastive Learning For WCE Image Classification

2 code implementations11 Jan 2024 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.

Contrastive Learning Image Classification +1

InvNorm: Domain Generalization for Object Detection in Gastrointestinal Endoscopy

no code implementations5 May 2022 Weichen Fan, Yuanbo Yang, Kunpeng Qiu, Shuo Wang, Yongxin Guo

Therefore, to address the generalization problem in GI(Gastrointestinal) endoscopy, we propose a multi-domain GI dataset and a light, plug-in block called InvNorm(Invertible Normalization), which could achieve a better generalization performance in any structure.

Domain Generalization Ethics +3

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