no code implementations • 2 Oct 2022 • Zhuangzhuang Zhang, Weixiong Zhang
Moreover, we used Monte Carlo dropout in the stabilizer to measure uncertainty and adaptively balance the discrepancy between the representations of the same pixels in different views.
no code implementations • 10 Jul 2021 • Zhuangzhuang Zhang, Tianyu Zhao, Hiram Gay, Weixiong Zhang, Baozhou Sun
Our results of the new Weaving Attention U-net demonstrate superior or similar performance on the segmentation of head and neck CT images.
no code implementations • 29 Apr 2021 • Zhuangzhuang Zhang, Weixiong Zhang
Deep neural networks have been a prevailing technique in the field of medical image processing.
no code implementations • 21 Sep 2020 • Zhuangzhuang Zhang, Tianyu Zhao, Hiram Gay, Baozhou Sun, Weixiong Zhang
We developed a novel semi-supervised adversarial deep learning approach for 3D pelvic CT image semantic segmentation.
no code implementations • 11 Aug 2020 • Zhuangzhuang Zhang, Tianyu Zhao, Hiram Gay, Weixiong Zhang, Baozhou Sun
A segmentation network and a discriminator network were trained jointly, and only the segmentation network was used for prediction.