Invention Grant
- Patent Title: Image processing method using convolutional neural network, image processing device and storage medium
-
Application No.: US16235882Application Date: 2018-12-28
-
Publication No.: US10984565B2Publication Date: 2021-04-20
- Inventor: Yuxiang Xing , Kaichao Liang , Le Shen , Li Zhang , Hongkai Yang , Kejun Kang , Zhiqiang Chen , Jianmin Li , Yinong Liu
- Applicant: Tsinghua University , NUCTECH COMPANY LIMITED
- Applicant Address: CN Beijing; CN Beijing
- Assignee: Tsinghua University,NUCTECH COMPANY LIMITED
- Current Assignee: Tsinghua University,NUCTECH COMPANY LIMITED
- Current Assignee Address: CN Beijing; CN Beijing
- Agency: Christensen, Fonder, Dardi & Herbert PLLC
- Priority: CN201711498783.0 20171229
- Main IPC: G06T11/00
- IPC: G06T11/00 ; G06N3/08

Abstract:
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.
Public/Granted literature
- US20190206095A1 IMAGE PROCESSING METHOD, IMAGE PROCESSING DEVICE AND STORAGE MEDIUM Public/Granted day:2019-07-04
Information query
IPC分类:
G | 物理 |
G06 | 计算;推算或计数 |
G06T | 一般的图像数据处理或产生 |
G06T11/00 | 2D〔二维〕图像的生成 |