Confocal microscopy allows visualization of biopolymer networks at the nano scale. Analyzing structure and assembly protein from images requires a segmentation process. This has proven to be challenging due multiple possible sources noise in as well exhibition out-of-focus planes. Here, we present deep learning-based procedure for confocal laser scanning networks. Utilizing an encoder-decoder n...

The survival rate of early gastric cancer and esophageal is more than 90%. Confocal endoscopy can detect cell morphology mucosal glandular structure (depth about 500 μm), presenting a cross-sectional microscopic image unfamiliar to both endoscopists pathologists. Therefore, using computer-aided diagnosis technology complete real-time artificial intelligence great significance for detection trea...