![IMAGE PROCESSING METHOD, IMAGE PROCESSING DEVICE AND STORAGE MEDIUM](/abs-image/US/2019/07/04/US20190206095A1/abs.jpg.150x150.jpg)
基本信息:
- 专利标题: IMAGE PROCESSING METHOD, IMAGE PROCESSING DEVICE AND STORAGE MEDIUM
- 申请号:US16235882 申请日:2018-12-28
- 公开(公告)号:US20190206095A1 公开(公告)日:2019-07-04
- 发明人: Yuxiang XING , Kaichao LIANG , Le SHEN , Li ZHANG , Hongkai YANG , Kejun KANG , Zhiqiang CHEN , Jianmin LI , Yinong LIU
- 申请人: Tsinghua University , NUCTECH COMPANY LIMITED
- 优先权: CN201711498783.0 20171229
- 主分类号: G06T11/00
- IPC分类号: G06T11/00 ; G06N3/08
摘要:
An image processing method, comprising: acquiring, by a CT scanning system, projection data of an object; and processing, by using a convolutional neural network, the projection data, to acquire an estimated image of the object. The convolutional neural network comprises: a projection domain network for processing input projection data to obtain estimated projection data; an analytical reconstruction network layer for performing analytical reconstruction to obtain a reconstructed image; an image domain network for processing the reconstructed image to obtain an estimated image, a projection layer for performing a projection operation by using a system projection matrix of the CT scanning system, to obtain a projection result of the estimated image; and a statistical model layer for determining consistency among the input projection data, the estimated projection data, and the projection result of the estimated image based on a statistical model.
公开/授权文献:
IPC结构图谱:
G | 物理 |
--G06 | 计算;推算;计数 |
----G06T | 一般的图像数据处理或产生 |
------G06T11/00 | 两维(2D)图像的发生,例如从一个绘图到一个位像图 |