Histology segmentation using active learning on regions of interest in oral cavity squamous cell carcinoma

• Автори: Jonathan Folmsbee (Автор), Lei Zhang (Автор), Xulei Lu (Автор), Jawaria Rahman (Автор), John Gentry (Автор), Brendan Conn (Автор), Marilena Vered (Автор), Paromita Roy (Автор), Ruta Gupta (Автор), Diana Lin (Автор), Shabnam Samankan (Автор), Pooja Dhorajiva (Автор), Anu Peter (Автор), Minhua Wang (Автор), Anna Israel (Автор), Margaret Brandwein-Weber (Автор), Scott Doyle (Автор)
• Формат: Книга
• Опубліковано: Elsevier, 2022-01-01T00:00:00Z.
• Предмети: article
• Онлайн доступ: Connect to this object online.

In digital pathology, deep learning has been shown to have a wide range of applications, from cancer grading to segmenting structures like glomeruli. One of the main hurdles for digital pathology to be truly effective is the size of the dataset needed for generalization to address the spectrum of po...