{"id":13,"date":"2014-07-21T13:22:26","date_gmt":"2014-07-21T13:22:26","guid":{"rendered":"http:\/\/www.georgesdgordon.com\/blog\/?page_id=13"},"modified":"2024-04-19T08:14:11","modified_gmt":"2024-04-19T08:14:11","slug":"research","status":"publish","type":"page","link":"https:\/\/www.georgesdgordon.com\/?page_id=13","title":{"rendered":"Research"},"content":{"rendered":"<p>The vision of OPTIMlab&#8217;s research programmme is &#8220;to image where no-one has imaged before&#8221;. This overarching vision is underpinned by 3 research themes across several research areas, shown in the diagram below.<\/p>\n<p><i>Click on a research topic in the map to learn more<\/i><br \/>\n<!-- Image Map Generated by http:\/\/www.image-map.net\/ --><\/p>\n<div class=\"container\">\n<div class=\"image\" style=\"display:inline-block;vertical-align:top;width:30vw;\">\n<img decoding=\"async\" src=\"images\/optimlab.png\" usemap=\"#image-map\" style=\"margin-left: 0; margin-right: 10vw;\"><\/p>\n<map name=\"image-map\">\n<area target=\"topicDesc\" alt=\"Machine learning\" title=\"Machine learning\" href=\"\" coords=\"280,425,96\" shape=\"circle\" onclick=\"document.getElementById('DescriptionDiv').innerHTML=document.getElementById('MachineLearningHTML').innerHTML;\">\n<area target=\"topicDesc\" alt=\"Cancer imaging\" title=\"Cancer imaging\" href=\"\" coords=\"101,662,100\" shape=\"circle\" onclick=\"document.getElementById('DescriptionDiv').innerHTML=document.getElementById('CancerImagingHTML').innerHTML;\">\n<area target=\"topicDesc\" alt=\"Endoscopy\" title=\"Endoscopy\" href=\"\" coords=\"180,918,101\" shape=\"circle\" onclick=\"document.getElementById('DescriptionDiv').innerHTML=document.getElementById('EndoscopyHTML').innerHTML;\">\n<area target=\"topicDesc\" alt=\"Low cost imaging\" title=\"Low cost imaging\" href=\"\" coords=\"495,1022,96\" shape=\"circle\" onclick=\"document.getElementById('DescriptionDiv').innerHTML=document.getElementById('LowCostImagingHTML').innerHTML;\">\n<area target=\"topicDesc\" alt=\"Adaptive optics\" title=\"Adaptive optics\" href=\"\" coords=\"758,1196,99\" shape=\"circle\" onclick=\"document.getElementById('DescriptionDiv').innerHTML=document.getElementById('AdaptiveOpticsHTML').innerHTML;\">\n<area target=\"topicDesc\" alt=\"Plasmonic metasurfaces\" title=\"Plasmonic metasurfaces\" href=\"\" coords=\"1077,1044,100\" shape=\"circle\" onclick=\"document.getElementById('DescriptionDiv').innerHTML=document.getElementById('PlasmonicMetasurfacesHTML').innerHTML;\">\n<area target=\"topicDesc\" alt=\"Computational imaging\" title=\"Computational imaging\" href=\"\" coords=\"1244,761,98\" shape=\"circle\" onclick=\"document.getElementById('DescriptionDiv').innerHTML=document.getElementById('ComputationalImagingHTML').innerHTML;\">\n<area target=\"topicDesc\" alt=\"Optical fibre imaging\" title=\"Optical fibre imaging\" href=\"\" coords=\"1111,458,98\" shape=\"circle\" onclick=\"document.getElementById('DescriptionDiv').innerHTML=document.getElementById('OpticalFibreImagingHTML').innerHTML;\">\n<area target=\"topicDesc\" alt=\"Digital holography\" title=\"Digital holography\" href=\"\" coords=\"930,252,98\" shape=\"circle\" onclick=\"document.getElementById('DescriptionDiv').innerHTML=document.getElementById('DigitalHolographyHTML').innerHTML;\">\n<area target=\"topicDesc\" alt=\"Polarimetric imaging\" title=\"Polarimetric imaging\" href=\"\" coords=\"518,285,101\" shape=\"circle\" onclick=\"document.getElementById('DescriptionDiv').innerHTML=document.getElementById('PolarimetricImagingHTML').innerHTML;\">\n<area target=\"topicDesc\" alt=\"Clinical translation\" title=\"Clinical translation\" href=\"\" coords=\"442,692,150\" shape=\"circle\" onclick=\"document.getElementById('DescriptionDiv').innerHTML=document.getElementById('ClinicalTranslationHTML').innerHTML;\">\n<area target=\"topicDesc\" alt=\"Optical imaging\" title=\"Optical imaging\" href=\"\" coords=\"777,497,154\" shape=\"circle\" onclick=\"document.getElementById('DescriptionDiv').innerHTML=document.getElementById('OpticalImagingHTML').innerHTML;\">\n<area target=\"topicDesc\" alt=\"Novel optical materials\" title=\"Novel optical materials\" href=\"\" coords=\"804,856,151\" shape=\"circle\" onclick=\"document.getElementById('DescriptionDiv').innerHTML=document.getElementById('NovelOpticalMaterialsHTML').innerHTML;\">\n<\/map>\n<\/div>\n<div class=\"text\" style=\"display:inline-block;width:30vw;vertical-align:center;padding-top:60px;padding-left:30px;\">\n<div id=\"DescriptionDiv\"><\/div>\n<div id=\"MachineLearningHTML\" style=\"visibility:hidden; float:right;\"><b>Machine learning<\/b>: Recently we have shown use of deep neural networks for <a href=\"https:\/\/doi.org\/10.1038\/s42005-023-01410-x\">single-ended recovery of optical fibre transmission matrices<\/a>, and use of advanced multi-task conditional networks for <a href=\"https:\/\/arxiv.org\/abs\/2403.17992\">interpretable machine learning of time-resolved ultrasound<\/a>. Prior to this, we have use advanced computational techniques for <a href=\"https:\/\/arxiv.org\/abs\/2303.17883\">optical fibre characterisation<\/a>, <a href=\"http:\/\/dx.doi.org\/10.1364\/BOE.458554\">image reconstruction<\/a> and <a href=\"http:\/\/dx.doi.org\/10.1117\/1.JBO.24.12.126004\">analysis of biological data<\/a>. We also apply cutting edge machine learning techniques such as reinforcement learning to solve other <a href=\"https:\/\/arxiv.org\/abs\/2103.04349\">interesting problems<\/a>.<\/p>\n<\/div>\n<div id=\"CancerImagingHTML\" style=\"visibility:hidden;\"><b>Cancer imaging<\/b>: We are developing new optical tools for improving imaging of early cancer.  In particular we are developing new endoscopes that use cutting edge imaging techniques to <a href=\"http:\/\/dx.doi.org\/10.1117\/1.JBO.24.12.126004\">increase contrast of early tumours<\/a> and that are <a href=\"https:\/\/doi.org\/10.1038\/s41467-019-09484-4\">clinically translatable<\/a><\/div>\n<div id=\"EndoscopyHTML\" style=\"visibility:hidden;\"><b>Endoscopy<\/b>: We develop new types of optical endoscope for medical imaging that can see disease (e.g. cancer) more clearly used advanced imaging technologies, most recently <a href=\"https:\/\/doi.org\/10.1117\/1.JBO.29.2.026002\">world&#8217;s smallest spatial frequency domain imaging system<\/a>. We have also demonstrated endoscopic <a href=\"http:\/\/dx.doi.org\/10.1117\/1.JBO.24.12.126004\">optical phase and polarisation imaging<\/a>, <a href=\"https:\/\/doi.org\/10.1038\/s41467-019-09484-4\">hyper-spectral imaging<\/a> and <a href=\"https:\/\/doi.org\/10.1117\/1.JBO.24.3.031009\">fluorescence imaging<\/a>.  We publish highly multidisciplinary work in <a href=\"https:\/\/doi.org\/10.1016\/j.gie.2022.05.018\">major medical journals<\/a>.<\/p>\n<\/div>\n<div id=\"AdaptiveOpticsHTML\" style=\"visibility:hidden;\"><b>Adaptive optics<\/b>: We use liquid crystal spatial light modulators, digital micromirror devices and customised tunable lenses as adaptive optical elements for applications in <a href=\"http:\/\/dx.doi.org\/10.1364\/OE.27.023929\">optical fibre imaging<\/a>, <a href=\"http:\/\/dx.doi.org\/10.1109\/LPT.2015.2436067\">telecommunications<\/a> and <a href=\"https:\/\/doi.org\/10.1038\/s41598-017-13733-1\"> optical computing<\/a>.<\/div>\n<div id=\"LowCostImagingHTML\" style=\"visibility:hidden;\"><b>Low cost imaging<\/b>: We develop new imaging approaches that can achieve <a href=\"https:\/\/doi.org\/10.1364\/OSAC.395498\">advanced imaging modalities in compact form factors<\/a>, paving the way for widely-deployable imaging tools for targeted screening of early cancers such as capsule endoscopes.<\/div>\n<div id=\"PlasmonicMetasurfacesHTML\" style=\"visibility:hidden;\"><b>Plasmonic metasurfaces<\/b>: We use nanotechnology fabrication techniques to create <a href=\"https:\/\/doi.org\/10.1117\/12.2648860\">metallic<\/a> and <a href=\"https:\/\/doi.org\/10.1021\/acsphotonics.1c00836\">dielectric<\/a>  features smaller than the wavelength of light, which enables carefully tailoring of optical properties (including <a href=\"https:\/\/doi.org\/10.1117\/12.2608774\">polarisation<\/a> and <a href=\"https:\/\/doi.org\/10.1021\/acsphotonics.9b01196\">spectral transmission<\/a>) to enable new ultra-compact multi-modal imaging systems.<\/div>\n<div id=\"ComputationalImagingHTML\" style=\"visibility:hidden;\"><b>Computational imaging<\/b>: We develop and adapt computational techniques for <a href=\"https:\/\/doi.org\/10.1109\/TMI.2018.2875875\">reconstruction of images through optical fibres in feature spaces relevant to medical imaging<\/a>, and for <a href=\"http:\/\/dx.doi.org\/10.1109\/JLT.2019.2932901\">new ways of analysing optical fibre transmission matrices<\/a> required to <a href=\"http:\/\/dx.doi.org\/10.1103\/PhysRevX.9.041050\">implementing advanced imaging modalities<\/a>.<\/div>\n<div id=\"OpticalFibreImagingHTML\" style=\"visibility:hidden;\"><b>Optical fibre imaging<\/b>: We develop and experimentally implement new systems that can take images through hair-thin optical fibres, including <a href=\"http:\/\/dx.doi.org\/10.1364\/OE.27.023929\">novel approaches to transmission-matrix measurement<\/a>, <a href=\"http:\/\/dx.doi.org\/10.1117\/1.JBO.24.12.126004\">imaging phase and polarisation through fibre for tumour detection<\/a> and development of the <a href=\"http:\/\/dx.doi.org\/10.1103\/PhysRevX.9.041050\">first truly reflection mode fibre characterisation system without active elements on the distal tip<\/a>. We have also contributed to <a href=\"https:\/\/doi.org\/10.1364\/JOSAA.464916\">improved methods for fibre transmission matrix characterisation<\/a> including <a href=\"https:\/\/doi.org\/10.1364\/AO.454679\">stabilising interferometric methods<\/a>.<\/div>\n<div id=\"DigitalHolographyHTML\" style=\"visibility:hidden;\"><b>Digital holography<\/b>: We develop new methods in digital holography including for <a href=\"https:\/\/doi.org\/10.1364\/OE.24.015742\">next-generation holographic projectors for augmented reality applications<\/a>, <a href=\"https:\/\/doi.org\/10.1016\/j.optcom.2020.125701\">high-speed hologram generation<\/a> and <a href=\"https:\/\/doi.org\/10.1038\/s41598-017-13733-1\">optical computing<\/a>.<\/div>\n<div id=\"PolarimetricImagingHTML\" style=\"visibility:hidden;\"><b>Polarimetric imaging<\/b>: We develop new methods for detecting and analysing polarimetric properties of objects (including <a href=\"http:\/\/dx.doi.org\/10.1364\/OE.27.023929\">Bayesian polarimetric parameter estimation<\/a>) that can be used to infer important information relevant to disease diagnosis.<\/div>\n<div id=\"ClinicalTranslationHTML\" style=\"visibility:hidden;\"><b>Clinical translation<\/b>: This theme covers our interests in moving new optical imaging technologies towards clinical applications such as improved detection of cancer.  This is achieved through close links with clinicals at Nottingham University Hospitals NHS Trust and has led to <a href=\"https:\/\/doi.org\/10.1016\/j.gie.2022.05.018\">related clinical studies helping address the COVID-19 pandemic<\/a>, including work on <a href=\"https:\/\/doi.org\/10.1002\/deo2.231\">improved ventillation in endoscopy rooms<\/a>, <a href=\"https:\/\/doi.org\/10.1055\/a-2173-1711\">impact of bronchoscopy masks on aerosol generation in endoscopy<\/a> and <a href=\"https:\/\/doi.org\/10.1093\/dote\/doad061\">the relative aerosol production of cytosponge procedures<\/a>.<\/div>\n<div id=\"OpticalImagingHTML\" style=\"visibility:hidden;\"><b>Optical imaging<\/b>: This theme covers our interests in imaging through optical fibres to make hair-thin endoscopes, imaging polarimetric properties of samples to reveal &#8220;invisible&#8221; information and using digital holography for the next generation of imaging and display technologies.<\/div>\n<div id=\"NovelOpticalMaterialsHTML\" style=\"visibility:hidden;\"><b>Novel optical materials<\/b>: This theme covers development of new optical metasurfaces with bespoke optical properties, offering unprecedented control over wavelength, polarisation, amplitude and phsae.  It also includes novel bespoke adaptive optics technologies such as tunable lenses and low-cost imaging technologies.<\/div>\n<\/div>\n<\/div>\n<p><iframe name=\"topicDesc\" style=\"position: absolute;width:0;height:0;border:0;\"><\/iframe><br \/>\n<script type=\"text\/javascript\" src=\"..\/scripts\/imageMapResizer.min.js\"><\/script><br \/>\n<script type=\"text\/javascript\">\t$('map').imageMapResize();<\/script><\/p>\n","protected":false},"excerpt":{"rendered":"<p>The vision of OPTIMlab&#8217;s research programmme is &#8220;to image where no-one has imaged before&#8221;. This overarching vision is underpinned by 3 research themes across several research areas, shown in the diagram below. Click on a research topic in the map to learn more Machine learning: Recently we have shown use of deep neural networks for &#8230; <a title=\"Research\" class=\"read-more\" href=\"https:\/\/www.georgesdgordon.com\/?page_id=13\" aria-label=\"Read more about Research\">Read more<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":1,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"class_list":["post-13","page","type-page","status-publish"],"_links":{"self":[{"href":"https:\/\/www.georgesdgordon.com\/index.php?rest_route=\/wp\/v2\/pages\/13","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.georgesdgordon.com\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.georgesdgordon.com\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.georgesdgordon.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.georgesdgordon.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=13"}],"version-history":[{"count":104,"href":"https:\/\/www.georgesdgordon.com\/index.php?rest_route=\/wp\/v2\/pages\/13\/revisions"}],"predecessor-version":[{"id":723,"href":"https:\/\/www.georgesdgordon.com\/index.php?rest_route=\/wp\/v2\/pages\/13\/revisions\/723"}],"wp:attachment":[{"href":"https:\/\/www.georgesdgordon.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=13"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}