{"title":"An Effective Approach Based on Deep Residual Google Net Convolutional Neural Network Classifier for the Detection of Glaucoma","authors":"C. Sharmila, N. Shanthi","doi":"10.1166/JMIHI.2021.3854","DOIUrl":"https://doi.org/10.1166/JMIHI.2021.3854","url":null,"abstract":"","PeriodicalId":393031,"journal":{"name":"J. Medical Imaging Health Informatics","volume":"24 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122904589","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Sudha Subramaniam, K. Jayanthi, C. Rajasekaran, C. Sunder
{"title":"Measurement of Intima-Media Thickness Depending on Intima Media Complex Segmentation by Deep Neural Networks","authors":"Sudha Subramaniam, K. Jayanthi, C. Rajasekaran, C. Sunder","doi":"10.1166/JMIHI.2021.3841","DOIUrl":"https://doi.org/10.1166/JMIHI.2021.3841","url":null,"abstract":"","PeriodicalId":393031,"journal":{"name":"J. Medical Imaging Health Informatics","volume":"380 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122783615","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Efficient Detection Using Soft Computing Approach of Modified Fuzzy C-Means Based Outlier Detection in Electronics Patient Records Systems","authors":"V. Kathiresan, S. Karthik","doi":"10.1166/JMIHI.2021.3857","DOIUrl":"https://doi.org/10.1166/JMIHI.2021.3857","url":null,"abstract":"","PeriodicalId":393031,"journal":{"name":"J. Medical Imaging Health Informatics","volume":"8 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127751648","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Design and Development of 3D Brain MRI System Using Deep Neural Networks","authors":"M. Vadivel, R. Ganesan","doi":"10.1166/JMIHI.2021.3855","DOIUrl":"https://doi.org/10.1166/JMIHI.2021.3855","url":null,"abstract":"","PeriodicalId":393031,"journal":{"name":"J. Medical Imaging Health Informatics","volume":"76 5 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116152806","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Evaluation of Convolutional Neural Network Architecture for Feasibility Analysis on Fetal Abdomen and Brain Images","authors":"P. Deepika, P. Pabitha","doi":"10.1166/JMIHI.2021.3844","DOIUrl":"https://doi.org/10.1166/JMIHI.2021.3844","url":null,"abstract":"","PeriodicalId":393031,"journal":{"name":"J. Medical Imaging Health Informatics","volume":"19 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125226863","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
J. Hemalatha, S. Geetha, S. Mohan, S Roselin Nivetha
{"title":"An Efficient Steganalysis of Medical Images by Using Deep Learning Based Discrete Scalable Alex Net Convolutionary Neural Networks Classifier","authors":"J. Hemalatha, S. Geetha, S. Mohan, S Roselin Nivetha","doi":"10.1166/JMIHI.2021.3858","DOIUrl":"https://doi.org/10.1166/JMIHI.2021.3858","url":null,"abstract":"Steganalysis is the technique that tries to beat steganography by detecting and removing secret information. Steganalysis involves the detection of a message embedded in a picture. Deep Learning (DL) advances have offered alternative approaches to many difficult issues, including the\u0000 field of image steganalysis using deep-learning architecture based on convolutionary neural networks (CNN). In recent years, many CNN architectures have been established that have enhanced the exact identification of steganographic images. This work presents a novel architecture which involves\u0000 a preprocessing stage using histogram equalization and adaptive recursive median filter banks to reduce image noise, a feature extraction stage using shearlet multilinear local embedding methods and then finally the classification can be done by using the discrete scalable Alex NET CNN classifier.\u0000 Performance was evaluated on the RGB-BMP Steganalysis Dataset with different experimental setups. To prove the effectiveness of the suggested algorithm it can be compared with the other existing methodologies. This work improves classification accuracies on all other existing algorithms over\u0000 test data.","PeriodicalId":393031,"journal":{"name":"J. Medical Imaging Health Informatics","volume":"63 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132208344","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
D. Devasena, M. Jagadeeswari, Krishnamurthy Srinivasan
{"title":"Development of Optimized Algorithm and Field Programmable Gate Array Implementation for Bio Medical Image Denoising for Health Informatics Applications","authors":"D. Devasena, M. Jagadeeswari, Krishnamurthy Srinivasan","doi":"10.1166/JMIHI.2021.3851","DOIUrl":"https://doi.org/10.1166/JMIHI.2021.3851","url":null,"abstract":"","PeriodicalId":393031,"journal":{"name":"J. Medical Imaging Health Informatics","volume":"30 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129863150","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Inattentive Drowsiness Behavior Profile Detection with Heavy Eyed Interval Approach for Biomedical Applications in Health Monitoring System","authors":"M. Kokila, V. Gomathi","doi":"10.1166/JMIHI.2021.3846","DOIUrl":"https://doi.org/10.1166/JMIHI.2021.3846","url":null,"abstract":"","PeriodicalId":393031,"journal":{"name":"J. Medical Imaging Health Informatics","volume":"86 10 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130327550","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"An Efficient Image Segmentation Using Partial Differential Equation for Image Processing Applications","authors":"P. Geetha, S. Nagarani","doi":"10.1166/JMIHI.2021.3840","DOIUrl":"https://doi.org/10.1166/JMIHI.2021.3840","url":null,"abstract":"","PeriodicalId":393031,"journal":{"name":"J. Medical Imaging Health Informatics","volume":"6 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130012470","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Convolutional Neural Network Based Brain Tumor Classification Using Robust Background Saliency Detection","authors":"K. Devi, R. Gomathi","doi":"10.1166/JMIHI.2021.3849","DOIUrl":"https://doi.org/10.1166/JMIHI.2021.3849","url":null,"abstract":"","PeriodicalId":393031,"journal":{"name":"J. Medical Imaging Health Informatics","volume":"44 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114527432","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}