{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,10]],"date-time":"2026-06-10T10:52:42Z","timestamp":1781088762880,"version":"3.54.1"},"reference-count":60,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"6","license":[{"start":{"date-parts":[[2024,6,1]],"date-time":"2024-06-01T00:00:00Z","timestamp":1717200000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/legalcode"}],"funder":[{"DOI":"10.13039\/100010663","name":"European Union\u2019s Horizon 2020 Research and Innovation Programme","doi-asserted-by":"publisher","award":["871763 (WINTHER)"],"award-info":[{"award-number":["871763 (WINTHER)"]}],"id":[{"id":"10.13039\/100010663","id-type":"DOI","asserted-by":"publisher"}]},{"name":"European Research Council","award":["694968 (PREMSOT)"],"award-info":[{"award-number":["694968 (PREMSOT)"]}]},{"name":"Madrid Talento Project","award":["2020-T1\/TIC-20661"],"award-info":[{"award-number":["2020-T1\/TIC-20661"]}]},{"name":"Helmholtz Initiative and Networking Fund","award":["ZT-I-PF-4-050 (Deep4OM)"],"award-info":[{"award-number":["ZT-I-PF-4-050 (Deep4OM)"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Med. Imaging"],"published-print":{"date-parts":[[2024,6]]},"DOI":"10.1109\/tmi.2024.3356180","type":"journal-article","created":{"date-parts":[[2024,1,19]],"date-time":"2024-01-19T18:44:33Z","timestamp":1705689873000},"page":"2074-2085","source":"Crossref","is-referenced-by-count":21,"title":["Machine Learning Analysis of Human Skin by Optoacoustic Mesoscopy for Automated Extraction of Psoriasis and Aging Biomarkers"],"prefix":"10.1109","volume":"43","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-6451-966X","authenticated-orcid":false,"given":"Hailong","family":"He","sequence":"first","affiliation":[{"name":"Institute of Biological and Medical Imaging, Helmholtz Zentrum M&#x00FC;nchen, Neuherberg, Germany"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4844-6955","authenticated-orcid":false,"given":"Johannes C.","family":"Paetzold","sequence":"additional","affiliation":[{"name":"Department of Computing, Imperial College London, London, U.K."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0008-8161-9433","authenticated-orcid":false,"given":"Nils","family":"B\u00f6rner","sequence":"additional","affiliation":[{"name":"Department of Computer Science, Technical University of Munich, Munich, Germany"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Erik","family":"Riedel","sequence":"additional","affiliation":[{"name":"Institute of Biological and Medical Imaging, Helmholtz Zentrum M&#x00FC;nchen, Neuherberg, Germany"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3067-8352","authenticated-orcid":false,"given":"Stefan","family":"Gerl","sequence":"additional","affiliation":[{"name":"Department of Computer Science, Technical University of Munich, Munich, Germany"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4789-625X","authenticated-orcid":false,"given":"Simon","family":"Schneider","sequence":"additional","affiliation":[{"name":"Department of Dermatology and Allergy, Technical University of Munich, Munich, Germany"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7100-7248","authenticated-orcid":false,"given":"Chiara","family":"Fisher","sequence":"additional","affiliation":[{"name":"Institute of Biological and Medical Imaging, Helmholtz Zentrum M&#x00FC;nchen, Neuherberg, Germany"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0862-6513","authenticated-orcid":false,"given":"Ivan","family":"Ezhov","sequence":"additional","affiliation":[{"name":"Department of Computer Science, Technical University of Munich, Munich, Germany"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4435-7207","authenticated-orcid":false,"given":"Suprosanna","family":"Shit","sequence":"additional","affiliation":[{"name":"Department of Computer Science, Technical University of Munich, Munich, Germany"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5328-6407","authenticated-orcid":false,"given":"Hongwei","family":"Li","sequence":"additional","affiliation":[{"name":"Department of Computer Science, Technical University of Munich, Munich, Germany"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5683-5889","authenticated-orcid":false,"given":"Daniel","family":"R\u00fcckert","sequence":"additional","affiliation":[{"name":"Department of Computing, Imperial College London, London, U.K."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8636-6278","authenticated-orcid":false,"given":"Juan","family":"Aguirre","sequence":"additional","affiliation":[{"name":"Departamento de Tecnolog&#x00ED;a Electr&#x00F3;nica y de las Comunicaciones, Universidad Autonoma de Madrid, Madrid, Spain"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5352-5105","authenticated-orcid":false,"given":"Tilo","family":"Biedermann","sequence":"additional","affiliation":[{"name":"Department of Dermatology and Allergy, Technical University of Munich, Munich, Germany"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ulf","family":"Darsow","sequence":"additional","affiliation":[{"name":"Department of Dermatology and Allergy, Technical University of Munich, Munich, Germany"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4136-5690","authenticated-orcid":false,"given":"Bjoern","family":"Menze","sequence":"additional","affiliation":[{"name":"Department of Quantitative Biomedicine, University of Zurich, Z&#x00FC;rich, Switzerland"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9988-0233","authenticated-orcid":false,"given":"Vasilis","family":"Ntziachristos","sequence":"additional","affiliation":[{"name":"Institute of Biological and Medical Imaging, Helmholtz Zentrum M&#x00FC;nchen, Neuherberg, Germany"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1249\/mss.0000000000001898"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1024\/0301-1526\/a000851"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1038\/s41551-017-0068"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1056\/nejm199711203372106"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1111\/j.1365-2133.2007.07889.x"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1001\/archderm.137.9.1169"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1038\/s41467-022-30471-9"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1126\/scitranslmed.abm8059"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1002\/dmrr.1004"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1016\/j.cmet.2012.11.012"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1186\/s12933-016-0487-1"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1186\/s12933-018-0703-2"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1038\/s41569-018-0030-z"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1002\/path.1061"},{"issue":"2","key":"ref15","first-page":"108","article-title":"Noninvasive imaging tools in dermatology","volume":"104","author":"Srivastava","year":"2019","journal-title":"Cutis"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1002\/jbio.202000203"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1111\/1346-8138.13686"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1111\/j.1600-0846.2011.00503.x"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1159\/000444706"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1016\/j.det.2017.06.008"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1038\/s41551-019-0377-4"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1002\/jbio.201700359"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1016\/j.pacs.2022.100399"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1016\/j.jaad.2020.06.045"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1038\/s41377-023-01275-3"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1016\/j.pacs.2018.02.002"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1364\/OL.39.006297"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1016\/j.pacs.2020.100200"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2012.6248110"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1038\/s42256-021-00305-2"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1038\/s41592-020-01008-z"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.3389\/fnins.2020.592352"},{"key":"ref33","first-page":"1","article-title":"Transfer learning from synthetic data reduces need for labels to segment brain vasculature and neural pathways in 3D","volume-title":"Proc. Int. Conf. Med. Imag. Deep Learn. Extended Abstract Track","author":"Paetzold"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/cvpr46437.2021.01629"},{"key":"ref35","article-title":"Topology-preserving deep image segmentation","author":"Hu","year":"2019","journal-title":"arXiv:1906.05404"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2018.00331"},{"key":"ref37","article-title":"Topologically faithful image segmentation via induced matching of persistence barcodes","volume-title":"40th Int. Conf. Mach. Learn","author":"Stucki"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1002\/advs.202301277"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1364\/ol.38.002472"},{"key":"ref40","volume-title":"ANSI Z136.1\u2014Safe Use of Lasers","year":"2007"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-017-11277-y"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/tmi.2018.2883154"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-59725-2_30"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1016\/j.media.2012.04.009"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-24574-4_28"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-08999-2_22"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1158\/0008-5472.CAN-17-0339"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1103\/PhysRevE.67.026126"},{"key":"ref49","article-title":"Whole brain vessel graphs: A dataset and benchmark for graph learning and neuroscience (VesselGraph)","author":"Paetzold","year":"2021","journal-title":"arXiv:2108.13233"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1145\/1998196.1998203"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1016\/j.mvr.2015.04.004"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1002\/mus.26889"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1016\/0190-9622(95)91812-4"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-27814-3_2-2"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1038\/s44161-022-00045-5"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1161\/circulationaha.107.748574"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1161\/circulationaha.116.023446"},{"key":"ref58","first-page":"1","article-title":"Topology-preserving deep image segmentation","volume-title":"Proc. 33rd Conf. Neural Inf. Process. Syst.","volume":"32","author":"Hu"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-43901-8_7"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2013.290"}],"container-title":["IEEE Transactions on Medical Imaging"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/42\/10547147\/10409213.pdf?arnumber=10409213","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,9,3]],"date-time":"2024-09-03T04:36:42Z","timestamp":1725338202000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10409213\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,6]]},"references-count":60,"journal-issue":{"issue":"6"},"URL":"https:\/\/doi.org\/10.1109\/tmi.2024.3356180","relation":{},"ISSN":["0278-0062","1558-254X"],"issn-type":[{"value":"0278-0062","type":"print"},{"value":"1558-254X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,6]]}}}