Semi-supervised learning from coarse histopathology labels

• Published in: Computer methods in biomechanics and biomedical engineering. Vol. 11; no. 4; pp. 1143 - 1150
• Main Authors: Fooladgar, Fahimeh, Nguyen Nhat to, Minh, Javadi, Golara, Sojoudi, Samira, Eshumani, Walid, Chang, Silvia, Black, Peter, Mousavi, Parvin, Abolmaesumi, Purang
• Format: Journal Article
• Language: English
• Published: Taylor & Francis 04.07.2023
• Subjects: Noisy labels; prostate cancer detection; semi-supervised learning

Ultrasound imaging is commonly used to guide sampling the prostate tissue in transrectal biopsies, followed by detection of cancer through histopathological analysis and coarse labelling of sampled tissue. Ideally, the procedure should be improved by developing machine learning solutions that can id...