已入深夜,您辛苦了!由于当前在线用户较少,发布求助请尽量完整的填写文献信息,科研通机器人24小时在线,伴您度过漫漫科研夜!祝你早点完成任务,早点休息,好梦!

Electronic portal image enhancement based on nonuniformity correction in wavelet domain

人工智能 图像质量 计算机视觉 小波 计算机科学 图像分辨率 熵(时间箭头) 小波变换 图像(数学) 模式识别(心理学) 数学 量子力学 物理
作者
Hanieh Ghaempanah,Meysam Tavakoli,Mohammad Reza Deevband,Amin Asgharzadeh Alvar,Mahdi Najafi,Patrick Gage Kelley
出处
期刊:Medical Physics [Wiley]
卷期号:49 (7): 4599-4612 被引量:4
标识
DOI:10.1002/mp.15672
摘要

Abstract Purpose Electronic portal images are one of the most important tools to verify the ongoing radiotherapy treatment through comparison with a reference image generated during treatment planning. In this procedure, two images are geometrically matched by means of visible bone or other landmarks of interest such as implanted fiducials. However, the intrinsically poor contrast and low spatial resolution of portal images can limit image quality. Methods In this study, we have provided a multiresolution approach to enhance the quality of portal images acquired from the pelvis treatment fields. The main idea behind this work aims at removing some of the image artifacts that conceal the anatomical information. For this purpose, we have applied the homomorphic filtering on the approximation sub‐band of wavelet decomposition to enhance local information. Moreover, in order to sharpen the bone edges, wavelet detail sub‐bands were weighted to amplify important image details in the reconstruction of the desired enhanced image. The most appropriate image quality measure was chosen according to the image's characteristics in the spatial domain. By considering the characteristics of portal images as the random and nonperiodic texture, high level of noise, and a nonuniform background, three suitable quality measures of images were assessed: edge content, measure of enhancement, and measure of enhancement by entropy. Results The higher values of these measures indicate the quality improvement in the processed images through our proposed algorithm. Moreover, the subjective evaluation results indicate that the proposed multiresolution approach significantly enhances the perceived quality of images in comparison with original and the similar approach (). Conclusions Our proposed wavelet‐based enhancement algorithm successfully reduced image intensity nonuniformity and enhanced anatomical featured information, which drastically improved the objective metrics values. Subjective evaluation of enhanced image confirmed this quality improvement.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
更新
大幅提高文件上传限制,最高150M (2024-4-1)

科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
3秒前
8秒前
9秒前
tantantantan发布了新的文献求助10
11秒前
勤奋流沙完成签到 ,获得积分10
12秒前
onmyway完成签到,获得积分10
13秒前
15秒前
Cynthia完成签到,获得积分10
19秒前
24秒前
川帅发布了新的文献求助10
25秒前
26秒前
万能图书馆应助原野小年采纳,获得10
27秒前
27秒前
33秒前
34秒前
木瓜完成签到,获得积分10
35秒前
甜美的问蕊完成签到 ,获得积分10
35秒前
38秒前
原野小年发布了新的文献求助10
39秒前
39秒前
44秒前
46秒前
川帅完成签到,获得积分10
48秒前
50秒前
55秒前
55秒前
陈早睡完成签到,获得积分10
55秒前
没有伞的青春完成签到 ,获得积分10
56秒前
Zyzpkilly发布了新的文献求助10
58秒前
Easypass完成签到 ,获得积分10
1分钟前
脚踏实地呢完成签到 ,获得积分10
1分钟前
1分钟前
Yam完成签到,获得积分10
1分钟前
1分钟前
YH_Z完成签到 ,获得积分10
1分钟前
焦糖下论文完成签到,获得积分10
1分钟前
1分钟前
火山发布了新的文献求助10
1分钟前
1分钟前
1分钟前
高分求助中
Evolution 10000
Sustainability in Tides Chemistry 2800
юрские динозавры восточного забайкалья 800
English Wealden Fossils 700
An Introduction to Geographical and Urban Economics: A Spiky World Book by Charles van Marrewijk, Harry Garretsen, and Steven Brakman 600
Diagnostic immunohistochemistry : theranostic and genomic applications 6th Edition 500
Mantiden: Faszinierende Lauerjäger Faszinierende Lauerjäger 400
热门求助领域 (近24小时)
化学 医学 生物 材料科学 工程类 有机化学 生物化学 物理 内科学 纳米技术 计算机科学 化学工程 复合材料 基因 遗传学 催化作用 物理化学 免疫学 量子力学 细胞生物学
热门帖子
关注 科研通微信公众号,转发送积分 3154783
求助须知:如何正确求助?哪些是违规求助? 2805656
关于积分的说明 7865443
捐赠科研通 2463783
什么是DOI,文献DOI怎么找? 1311609
科研通“疑难数据库(出版商)”最低求助积分说明 629647
版权声明 601832