Publications by authors named "Zhengnan Deng"
Phys Med Biol
December 2023
Article Synopsis
- MRI-based multi-modal brain tumor segmentation (MBTS) has gained interest due to the effectiveness of non-invasive imaging, but existing studies often struggle with limited data collection.
- The authors introduce a novel quaternion mutual learning strategy (QMLS) that includes a voxel-wise lesion knowledge mutual learning mechanism and a quaternion multi-modal feature learning module, enhancing the model's ability to learn from sparse data.
- QMLS significantly outperforms current methods in terms of performance and computational efficiency, making it a promising advancement for automatic brain tumor segmentation in clinical settings.
