Chaowei Fang

Graph Neural Networks for the Cross-Domain Histopathological Image Classification

2021

Annotating histopathological images is generally a time-consuming and labor-intensive process, which requires broad-certificated pathologists carefully examining large-scale and multi-modal images pixel by pixel. Recent frontiers of transfer learning techniques have been widely investigated for image …

RankMatch: Fostering Confidence and Consistency in Learning with Noisy Labels

2023

Learning with noisy labels (LNL) is one of the most important and challenging problems in weakly-supervised learning. Recent advances adopt the sample selection strategy to mitigate the interference of noisy labels and use small-loss criteria …