Dense-UNet: a novel multiphoton in vivo cellular image segmentation model based on a convolutional neural network

• Published in: Quantitative imaging in medicine and surgery Vol. 10; no. 6; p. 1275
• Main Authors: Cai, Sijing, Tian, Yunxian, Lui, Harvey, Zeng, Haishan, Wu, Yi, Chen, Guannan
• Format: Journal Article
• Language: English
• Published: China 01.06.2020
• Subjects: multiphoton microscopy (MPM); image segmentation; Skin in vivo; U-Net; dense-UNet

Multiphoton microscopy (MPM) offers a feasible approach for the biopsy in clinical medicine, but it has not been used in clinical applications due to the lack of efficient image processing methods, especially the automatic segmentation technology. Segmentation technology is still one of the most cha...