清晨好,您是今天最早来到科研通的研友!由于当前在线用户较少,发布求助请尽量完整地填写文献信息,科研通机器人24小时在线,伴您科研之路漫漫前行!

Improved FAST algorithm for non-uniform rotational distortion correction in OCT endoscopic imaging

计算机科学 失真(音乐) 光学相干层析成像 图像配准 计算机视觉 人工智能 图像质量 算法 旋转(数学) 光学 物理 图像(数学) 电信 放大器 带宽(计算)
作者
Guogang Cao,Sicheng Li,Shu Zhang,Zeyu Peng,Yan Wu,Dong Wang,Cuixia Dai
出处
期刊:Optics Express [Optica Publishing Group]
卷期号:31 (2): 2754-2754 被引量:12
标识
DOI:10.1364/oe.474955
摘要

Optical Coherence Tomography (OCT) is widely used for endoscopic imaging in endoluminal organs because of its high imaging accuracy and resolution. However, OCT endoscopic imaging suffers from Non-Uniform Rotational Distortion (NURD), which can be caused by many factors, such as irregular motor rotation and changes in friction between the probe and the sheath. Correcting this distortion is essential to obtaining high-quality Optical Coherence Tomography Angiography (OCTA) images. There are two main approaches for correcting NURD: hardware-based methods and algorithm-based methods. Hardware-based methods can be costly, challenging to implement, and may not eliminate NURD. Algorithm-based methods, such as image registration, can be effective for correcting NURD but can also be prone to the problem of NURD propagation. To address this issue, we process frames by coarse and fine registration, respectively. The new reference frame is generated by filtering out the A-scan that may have the NURD problem by coarse registration. And the fine registration uses this frame to achieve the final NURD correction. In addition, we have improved the Features from Accelerated Segment Test (FAST) algorithm and put it into coarse and fine registration process. Four evaluation functions were used for the experimental results, including signal-to-noise ratio (SNR), peak signal-to-noise ratio (PSNR), mean squared error (MSE), and structural similarity index measure (SSIM). By comparing with Scale-invariant feature transform (SIFT), Speeded up robust features (SURF), Oriented FAST and Rotated BRIEF (ORB), intensity-based (Cross-correlation), and Optical Flow algorithms, our algorithm has a higher similarity between the corrected frames. Moreover, the noise in the OCTA data is better suppressed, and the vascular information is well preserved. Our image registration-based algorithm reduces the problem of NURD propagation between B-scan frames and improves the imaging quality of OCT endoscopic images.
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
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
18秒前
紫熊完成签到,获得积分10
20秒前
yuntong完成签到 ,获得积分10
22秒前
alandan发布了新的文献求助10
24秒前
耍酷平凡完成签到,获得积分10
28秒前
在水一方应助alandan采纳,获得10
35秒前
柒柒球完成签到 ,获得积分10
41秒前
辛勤幻竹完成签到,获得积分10
45秒前
水中央完成签到 ,获得积分10
52秒前
爱沉淀的太阳花完成签到,获得积分10
53秒前
小蘑菇应助江小霜采纳,获得10
56秒前
1分钟前
1分钟前
ping发布了新的文献求助10
1分钟前
zl完成签到,获得积分10
1分钟前
噜噜晓完成签到 ,获得积分10
1分钟前
情怀应助zl采纳,获得10
1分钟前
江小霜发布了新的文献求助10
1分钟前
种下梧桐树完成签到 ,获得积分10
1分钟前
孤独剑完成签到 ,获得积分10
1分钟前
蜡笔完成签到 ,获得积分10
1分钟前
Di完成签到 ,获得积分10
1分钟前
善良士晋完成签到,获得积分10
1分钟前
朱晖完成签到 ,获得积分10
1分钟前
Tong完成签到,获得积分0
2分钟前
喻初原完成签到 ,获得积分10
2分钟前
shilly完成签到 ,获得积分10
2分钟前
失眠雪柳完成签到,获得积分10
2分钟前
宇宙超级无敌小毛驴完成签到 ,获得积分10
2分钟前
一百分应助科研通管家采纳,获得10
2分钟前
一百分应助科研通管家采纳,获得10
2分钟前
limengyao完成签到,获得积分20
3分钟前
深情安青应助牛来采纳,获得30
3分钟前
v0id应助limengyao采纳,获得10
3分钟前
牛来给牛来的求助进行了留言
3分钟前
wood完成签到,获得积分10
3分钟前
metoo完成签到,获得积分10
3分钟前
智者雨人完成签到 ,获得积分10
3分钟前
lili应助dougsong采纳,获得20
3分钟前
潇洒的艳完成签到,获得积分10
3分钟前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Essentials of Carbohydrate Chemistry and Biochemistry, 4th Edition 800
Navigating Normative Orders. Interdisciplinary Perspectives 800
1 Peter and Christ's Descent to the Dead in Its Early Christian Reception 700
Organizational Behavior 510
Management and the Arts 510
Matrix Methods in Data Mining and Pattern Recognition Second Edition 510
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 工程类 有机化学 化学工程 生物化学 计算机科学 内科学 物理 复合材料 催化作用 细胞生物学 无机化学 光电子学 物理化学 电极 基因
热门帖子
关注 科研通微信公众号,转发送积分 7749930
求助须知:如何正确求助?哪些是违规求助? 9297581
关于积分的说明 20240933
捐赠科研通 7331351
什么是DOI,文献DOI怎么找? 3309429
关于科研通互助平台的介绍 2461059
邀请新用户注册赠送积分活动 2321786