Feihong Liu

A Novel Encoding and Decoding Calibration Guiding Pathway for Pathological Image Analysis

2020 · IEEE Transactions on Computational Biology and Bioinformatics

Diagnostic pathology is the foundation and gold standard for identifying carcinomas, and the accurate quantification of pathological images can provide objective clues for pathologists to make more convincing diagnosis. Recently, the encoder-decoder architectures (EDAs) of …

Invariant Content Synergistic Learning for Domain Generalization on Medical Image Segmentation

2022 · 2022 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)

Although deep convolution neural networks (DC-NNs) can achieve remarkable success on medical image segmentation, their performance might significantly deteriorate when confronting testing data with the new distribution. Recent studies suggest that one major cause of …