Research Fields Classification and mutation prediction from non–small cell lung cancer histopathology images (in cooperation with Shanghai Chest hospital). Invasive depth and gene fusion prediction from histopathology images (in cooperation with Shanghai Ninth people's hospital). Invasive depth prediction from Squamous cell carcinoma histopathology images. Gene fusion prediction from Adenoid cystic carcinoma histopathology images. MICCAI 2019 Grand Pathology Challenge: Signet ring cell detection and Colonoscopy tissue segmentation.