Deformable Image Registration using Unsupervised Deep Learning for CBCT-guided Abdominal Radiotherapy

no code implementations • 29 Aug 2022 • Huiqiao Xie, Yang Lei, Yabo Fu, Tonghe Wang, Justin Roper, Jeffrey D. Bradley, Pretesh Patel, Tian Liu, Xiaofeng Yang

The STN consists of a global generative adversarial network (GlobalGAN) and a local GAN (LocalGAN) to predict the coarse- and fine-scale motions, respectively.

Anatomy Generative Adversarial Network +1

Deep Learning in Multi-organ Segmentation

no code implementations • 28 Jan 2020 • Yang Lei, Yabo Fu, Tonghe Wang, Richard L. J. Qiu, Walter J. Curran, Tian Liu, Xiaofeng Yang

This paper presents a review of deep learning (DL) in multi-organ segmentation.

Image Segmentation Medical Image Segmentation +3

Machine Learning in Quantitative PET Imaging

no code implementations • 18 Jan 2020 • Tonghe Wang, Yang Lei, Yabo Fu, Walter J. Curran, Tian Liu, Xiaofeng Yang

This paper reviewed the machine learning-based studies for quantitative positron emission tomography (PET).

BIG-bench Machine Learning

Deep Learning in Medical Image Registration: A Review

no code implementations • 27 Dec 2019 • Yabo Fu, Yang Lei, Tonghe Wang, Walter J. Curran, Tian Liu, Xiaofeng Yang

Lastly, we analyzed the statistics of all the cited works from various aspects, revealing the popularity and future trend of development in medical image registration using deep learning.

Image Registration Medical Image Registration