3 papers
cs.CV2025
Spatial-Aware Self-Supervision for Medical 3D Imaging with Multi-Granularity Observable Tasks
Yiqin Zhang, Meiling Chen, Zhengjie Zhang
The application of self-supervised techniques has become increasingly prevalent within medical visualization tasks, primarily due to its capacity to mitigate the data scarcity prev…
cs.CV2025
Intuitive Axial Augmentation Using Polar-Sine-Based Piecewise Distortion for Medical Slice-Wise Segmentation
Yiqin Zhang, Qingkui Chen, Chen Huang +3
Most data-driven models for medical image analysis rely on universal augmentations to improve accuracy. Experimental evidence has confirmed their effectiveness, but the unclear mec…
eess.IV2025
Interpretable Auto Window Setting for Deep-Learning-Based CT Analysis
Yiqin Zhang, Meiling Chen, Zhengjie Zhang
Whether during the early days of popularization or in the present, the window setting in Computed Tomography (CT) has always been an indispensable part of the CT analysis process.…