5:20 PM - 5:40 PM
[1N4-IS-1a-01] Data cleansing for development of an oral cancer diagnostic support system
Keywords:oral cancer, oral-maxillofacial surgery, early detection, deep learning, image classification
However, at present, there is no large open data set which can be used for oral cancer analysis.Therefore, we attempted to create a data set using approximately 150,000 images taken at the Department of Oral and Maxillofacial Surgery, The University of Tokyo Hospital from April 1, 2015 to March 31, 2020. However, the image data contains unnecessary images for learning, which are taken from areas other than the oral mucosa and patient information. And it takes about 10 to 15 minutes per case for selection.Therefore, we performed these data cleansing using deep learning and automatically extracted only the images which is necessary for learning.
Authentication for paper PDF access
A password is required to view paper PDFs. If you are a registered participant, please log on the site from Participant Log In.
You could view the PDF with entering the PDF viewing password bellow.