{"title":"Spectral imaging with deep learning.","authors":"Longqian Huang, Ruichen Luo, Xu Liu, Xiang Hao","doi":"10.1038/s41377-022-00743-6","DOIUrl":"10.1038/s41377-022-00743-6","url":null,"abstract":"<p><p>The goal of spectral imaging is to capture the spectral signature of a target. Traditional scanning method for spectral imaging suffers from large system volume and low image acquisition speed for large scenes. In contrast, computational spectral imaging methods have resorted to computation power for reduced system volume, but still endure long computation time for iterative spectral reconstructions. Recently, deep learning techniques are introduced into computational spectral imaging, witnessing fast reconstruction speed, great reconstruction quality, and the potential to drastically reduce the system volume. In this article, we review state-of-the-art deep-learning-empowered computational spectral imaging methods. They are further divided into amplitude-coded, phase-coded, and wavelength-coded methods, based on different light properties used for encoding. To boost future researches, we've also organized publicly available spectral datasets.</p>","PeriodicalId":87399,"journal":{"name":"Evidence-based cardiovascular medicine","volume":"6 1","pages":"61"},"PeriodicalIF":19.4,"publicationDate":"2022-03-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8927154/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"80537437","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"ACE inhibitors improve NYHA class in people with chronic heart failure","authors":"Kathy Hebert, Debbie Singh","doi":"10.1016/j.ebcm.2006.04.001","DOIUrl":"10.1016/j.ebcm.2006.04.001","url":null,"abstract":"","PeriodicalId":87399,"journal":{"name":"Evidence-based cardiovascular medicine","volume":"10 2","pages":"Pages 106-107"},"PeriodicalIF":0.0,"publicationDate":"2006-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1016/j.ebcm.2006.04.001","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"26071384","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":"Celebrating ten years of Evidence-based Cardiovascular Medicine","authors":"Debbie Singh, Michael Kilborn, Mathew Noonan","doi":"10.1016/j.ebcm.2006.04.011","DOIUrl":"10.1016/j.ebcm.2006.04.011","url":null,"abstract":"","PeriodicalId":87399,"journal":{"name":"Evidence-based cardiovascular medicine","volume":"10 2","pages":"Pages 69-70"},"PeriodicalIF":0.0,"publicationDate":"2006-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1016/j.ebcm.2006.04.011","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"26071447","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}
M Mohsen Ibrahim, Priscilla Igho-Pemu, Debbie Singh, René R Wenzel
{"title":"Angiotension receptor blockers may be similarly effective to other antihypertensive drugs for primary prevention in the short term","authors":"M Mohsen Ibrahim, Priscilla Igho-Pemu, Debbie Singh, René R Wenzel","doi":"10.1016/j.ebcm.2006.04.005","DOIUrl":"10.1016/j.ebcm.2006.04.005","url":null,"abstract":"","PeriodicalId":87399,"journal":{"name":"Evidence-based cardiovascular medicine","volume":"10 2","pages":"Pages 89-93"},"PeriodicalIF":0.0,"publicationDate":"2006-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1016/j.ebcm.2006.04.005","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"26071379","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":"Clarithromycin may increase cardiovascular mortality in people with stable heart disease","authors":"Torsten Bossert, Debbie Singh","doi":"10.1016/j.ebcm.2006.04.023","DOIUrl":"10.1016/j.ebcm.2006.04.023","url":null,"abstract":"","PeriodicalId":87399,"journal":{"name":"Evidence-based cardiovascular medicine","volume":"10 2","pages":"Pages 147-148"},"PeriodicalIF":0.0,"publicationDate":"2006-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1016/j.ebcm.2006.04.023","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"26071399","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}