4 papers
ITKIT: Feasible CT Image Analysis based on SimpleITK and MMEngine
Yiqin Zhang, Meiling Chen
CT images are widely used in clinical diagnosis and treatment, and their data have formed a de facto standard - DICOM. It is clear and easy to use, and can be efficiently utilized…
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…
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…
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.…