Free-form Lesion Synthesis Using a Partial Convolution Generative Adversarial Network for Enhanced Deep Learning Liver Tumor Segmentation

no code implementations • 18 Jun 2022 • Yingao Liu, Fei Yang, Yidong Yang

The lesion synthesis framework was evaluated for lesion textures, and the synthetic lesions were used to train a lesion segmentation network to further validate the effectiveness of this framework.

Generative Adversarial Network Lesion Segmentation +2

Unsupervised COVID-19 Lesion Segmentation in CT Using Cycle Consistent Generative Adversarial Network

no code implementations • 23 Nov 2021 • Chengyijue Fang, Yingao Liu, Mengqiu Liu, Xiaohui Qiu, Ying Liu, Yang Li, Jie Wen, Yidong Yang

The lung volume volume was firstly delineated using a pre-trained U-net and worked as the input for the later network.

Decision Making Generative Adversarial Network +2