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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.CV2024★ 1 cited
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…