4 papers
Do Not Break the Vessels: Structure-Preserving Mean Flow for Vascular Image Translation
Changjin Sun, Zhuo Hu, Kaini Wang +6
Reconstructing anatomically faithful vascular structures from clinically accessible imaging modalities is of substantial clinical significance. However, existing cross-modal transl…
Universal Medical Image Representation Learning with Compositional Decoders
Kaini Wang, Ling Yang, Siping Zhou +4
Visual-language models have advanced the development of universal models, yet their application in medical imaging remains constrained by specific functional requirements and the l…
TSdetector: Temporal-Spatial Self-correction Collaborative Learning for Colonoscopy Video Detection
Kaini Wang, Haolin Wang, Guang-Quan Zhou +4
CNN-based object detection models that strike a balance between performance and speed have been gradually used in polyp detection tasks. Nevertheless, accurately locating polyps wi…
FFCNet: Fourier Transform-Based Frequency Learning and Complex Convolutional Network for Colon Disease Classification
Kai-Ni Wang, Yuting He, Shuaishuai Zhuang +6
Reliable automatic classification of colonoscopy images is of great significance in assessing the stage of colonic lesions and formulating appropriate treatment plans. However, it…