Hybrid Retinal Image Enhancement Algorithm for Diabetic Retinopathy Diagnostic Using Deep Learning Model

糖尿病性视网膜病变 人工智能 计算机科学 眼底(子宫) 对比度(视觉) 计算机视觉 特征提取 失明 验光服务 医学 眼科 糖尿病 内分泌学
作者
Saif Hameed Abbood,Haza Nuzly Abdull Hamed,Mohd Shafry Mohd Rahim,Amjad Rehman,Tanzila Saba,Saeed Ali Bahaj
出处
期刊:IEEE Access [Institute of Electrical and Electronics Engineers]
卷期号:10: 73079-73086 被引量:26
标识
DOI:10.1109/access.2022.3189374
摘要

Diabetic Retinopathy (DR) is a prevalent acute stage of diabetes mellitus that causes vision-effecting abnormalities on the retina. This will cause blindness if not identified early. Because DR not an irreversible procedure, and only vision is preserved via care. Consequently, Early diagnosis and care with DR will significantly minimize the chance of vision loss. In modern ophthalmology, retinal image analysis has become a popular approach to disease diagnosis. The ophthalmologists and computerized systems extensively employ fundus angiography to detect DR-based clinical signs for early detection of DR. fundus photographs are commonly prone to low contrast, noise, and irregular illumination issues due to the complexity of imaging environments such as imaging variety of angles and light conditions. This research presents an Algorithm for improving the quality of images to strengthen the standard of color fundus images by reducing the noise and improving the contrast. The approach includes two main stages: cropping the images to remove insignificant content, then applying the shape crop and gaussian blurring for noise reduction and contrast improvement. The experimental results are evaluated using two standard datasets EyePACS and MESSIDOR. It’s clearly shown that the outcomes of feature extraction and classification of enhanced images is outperform the results without applying the enhancement approach. The improved algorithm is also tested in smart hospitals as an IoMT application.
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
一一完成签到,获得积分10
1秒前
研友_O8WK48发布了新的文献求助10
1秒前
anneke_发布了新的文献求助10
1秒前
哈哈哈发布了新的文献求助10
1秒前
1秒前
shi123发布了新的文献求助10
2秒前
2秒前
科研通AI5应助夜如雨采纳,获得100
2秒前
菜鸡勇闯研究圈完成签到 ,获得积分10
2秒前
zzz完成签到,获得积分10
2秒前
科研鑫发布了新的文献求助10
2秒前
Orange应助hhj02采纳,获得10
3秒前
3秒前
熊大完成签到,获得积分10
4秒前
科研通AI5应助嘿哈采纳,获得10
4秒前
4秒前
未来发布了新的文献求助10
4秒前
黑犬发布了新的文献求助10
5秒前
尊敬不斜完成签到,获得积分10
5秒前
留胡子的火完成签到,获得积分10
5秒前
沈呆呆完成签到,获得积分10
6秒前
斯文败类应助哈哈哈采纳,获得10
6秒前
6秒前
研友_8QQ9y8完成签到,获得积分20
6秒前
大模型应助hong采纳,获得10
6秒前
dara997完成签到,获得积分10
7秒前
科研汪完成签到,获得积分10
7秒前
鸭鸭发布了新的文献求助20
7秒前
无花果应助辛勤德天采纳,获得10
8秒前
8秒前
en发布了新的文献求助10
8秒前
曾经如是完成签到,获得积分10
8秒前
8秒前
9秒前
9秒前
友好的匪完成签到,获得积分10
9秒前
xiaohao完成签到,获得积分10
10秒前
沈呆呆发布了新的文献求助10
10秒前
Edison发布了新的文献求助10
11秒前
12秒前
高分求助中
Production Logging: Theoretical and Interpretive Elements 2700
Les Mantodea de Guyane Insecta, Polyneoptera 1000
Structural Load Modelling and Combination for Performance and Safety Evaluation 1000
Conference Record, IAS Annual Meeting 1977 820
England and the Discovery of America, 1481-1620 600
電気学会論文誌D(産業応用部門誌), 141 巻, 11 号 510
Exploring the effects of an evidenced-based professional development programme on teaching and learning in Chinese kindergartens 500
热门求助领域 (近24小时)
化学 材料科学 生物 医学 工程类 有机化学 生物化学 物理 纳米技术 计算机科学 内科学 化学工程 复合材料 基因 遗传学 物理化学 催化作用 量子力学 光电子学 冶金
热门帖子
关注 科研通微信公众号,转发送积分 3575829
求助须知:如何正确求助?哪些是违规求助? 3145814
关于积分的说明 9462629
捐赠科研通 2847348
什么是DOI,文献DOI怎么找? 1565047
邀请新用户注册赠送积分活动 732801
科研通“疑难数据库(出版商)”最低求助积分说明 719361