MMCL-Net: Spinal disease diagnosis in global mode using progressive multi-task joint learning

• Published in: Neurocomputing (Amsterdam) Vol. 399; pp. 307 - 316
• Main Authors: Hong, Yanfei, Wei, Benzheng, Han, Zhongyi, Li, Xiang, Zheng, Yuanjie, Li, Shuo
• Format: Journal Article
• Language: English
• Published: Elsevier B.V 25.07.2020
• Subjects: Densely aggregation; Global optimization; Level-set; Medical image; Multi-structure; Progressive multi-task; 99-00; Level-set; Global optimization; 00-01; Medical image; Progressive multi-task; Multi-structure; Densely aggregation

•Multiple structures of the spine are directly interdependent and influential, and the multi-tasks under a deep convolutional neural network framework can also influence each other.•Densely dilate ResNet module combat the challenge of size discrepancy and extract significant radiological features.•I...