no code implementations • 10 Nov 2021 • Yuan Xue, Jiarong Ye, Qianying Zhou, Rodney Long, Sameer Antani, Zhiyun Xue, Carl Cornwell, Richard Zaino, Keith Cheng, Xiaolei Huang
Histopathological analysis is the present gold standard for precancerous lesion diagnosis.
1 code implementation • 10 Nov 2021 • Jiarong Ye, Yuan Xue, Peter Liu, Richard Zaino, Keith Cheng, Xiaolei Huang
Generative models have been applied in the medical imaging domain for various image recognition and synthesis tasks.
no code implementations • 26 Aug 2020 • Jiarong Ye, Yuan Xue, L. Rodney Long, Sameer Antani, Zhiyun Xue, Keith Cheng, Xiaolei Huang
However, the quality control of synthetic images for data augmentation purposes is under-investigated, and some of the generated images are not realistic and may contain misleading features that distort data distribution when mixed with real images.