Unsupervised wrinkle detection in reflectance confocal microscopy images of the human skin
Reflectance confocal microscopy (RCM) is a non-invasive and in-vivo imaging modality, which can take images from different depths of the human skin. A challenging problem is to detect a clinically important subsurface section of the skin, the Dermis/Epidermis junction, in RCM images. This is a tough...
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| creator | Sourati, J. Brooks, D. H. Dy, J. G. Ataer-Cansizoglu, E. Erdogmus, D. Rajadhyaksha, M. |
| description | Reflectance confocal microscopy (RCM) is a non-invasive and in-vivo imaging modality, which can take images from different depths of the human skin. A challenging problem is to detect a clinically important subsurface section of the skin, the Dermis/Epidermis junction, in RCM images. This is a tough problem because of the huge variation of texture and intensity features across both intersubject and intrasubject tissues. On the other hand, there's almost no wrinkle-free part of the skin. This well-known phenomenon can be used as a histological clue for guessing the probability of being Dermis or Epidermis in the neighboring regions. In this paper, we develop a two-step wrinkle detector for RCM images. By analyzing the results on different RCM images, we conclude it has high sensitivity and specificity, but a relatively lower Jaccard index. |
| doi_str_mv | 10.1109/ICASSP.2012.6287981 |
| format | Conference Proceeding |
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H. ; Dy, J. G. ; Ataer-Cansizoglu, E. ; Erdogmus, D. ; Rajadhyaksha, M.</creator><creatorcontrib>Sourati, J. ; Brooks, D. H. ; Dy, J. G. ; Ataer-Cansizoglu, E. ; Erdogmus, D. ; Rajadhyaksha, M.</creatorcontrib><description>Reflectance confocal microscopy (RCM) is a non-invasive and in-vivo imaging modality, which can take images from different depths of the human skin. A challenging problem is to detect a clinically important subsurface section of the skin, the Dermis/Epidermis junction, in RCM images. This is a tough problem because of the huge variation of texture and intensity features across both intersubject and intrasubject tissues. On the other hand, there's almost no wrinkle-free part of the skin. This well-known phenomenon can be used as a histological clue for guessing the probability of being Dermis or Epidermis in the neighboring regions. In this paper, we develop a two-step wrinkle detector for RCM images. By analyzing the results on different RCM images, we conclude it has high sensitivity and specificity, but a relatively lower Jaccard index.</description><identifier>ISSN: 1520-6149</identifier><identifier>ISBN: 1467300454</identifier><identifier>ISBN: 9781467300452</identifier><identifier>EISSN: 2379-190X</identifier><identifier>EISBN: 9781467300469</identifier><identifier>EISBN: 1467300446</identifier><identifier>EISBN: 9781467300445</identifier><identifier>EISBN: 1467300462</identifier><identifier>DOI: 10.1109/ICASSP.2012.6287981</identifier><language>eng</language><publisher>IEEE</publisher><subject>Dermis-Epidermis junction ; Epidermis ; Humans ; Indexes ; Junctions ; Microscopy ; Reflectance confocal microscopy ; Reflectivity ; wrinkle detection</subject><ispartof>2012 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2012, p.705-708</ispartof><woscitedreferencessubscribed>false</woscitedreferencessubscribed></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://ieeexplore.ieee.org/document/6287981$$EHTML$$P50$$Gieee$$H</linktohtml><link.rule.ids>309,310,780,784,789,790,2058,27925,54920</link.rule.ids><linktorsrc>$$Uhttps://ieeexplore.ieee.org/document/6287981$$EView_record_in_IEEE$$FView_record_in_$$GIEEE</linktorsrc></links><search><creatorcontrib>Sourati, J.</creatorcontrib><creatorcontrib>Brooks, D. 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This well-known phenomenon can be used as a histological clue for guessing the probability of being Dermis or Epidermis in the neighboring regions. In this paper, we develop a two-step wrinkle detector for RCM images. By analyzing the results on different RCM images, we conclude it has high sensitivity and specificity, but a relatively lower Jaccard index.</description><subject>Dermis-Epidermis junction</subject><subject>Epidermis</subject><subject>Humans</subject><subject>Indexes</subject><subject>Junctions</subject><subject>Microscopy</subject><subject>Reflectance confocal microscopy</subject><subject>Reflectivity</subject><subject>wrinkle detection</subject><issn>1520-6149</issn><issn>2379-190X</issn><isbn>1467300454</isbn><isbn>9781467300452</isbn><isbn>9781467300469</isbn><isbn>1467300446</isbn><isbn>9781467300445</isbn><isbn>1467300462</isbn><fulltext>true</fulltext><rsrctype>conference_proceeding</rsrctype><creationdate>2012</creationdate><recordtype>conference_proceeding</recordtype><sourceid>6IE</sourceid><sourceid>RIE</sourceid><recordid>eNo1UNtKAzEUjDew1n5BX_IDW3Pds3mUolUoKNSC-FLS5MTGbrNls1X69y5Y52UYhhnOGULGnE04Z-bueXq_WLxOBONiUooKTMXPyMhAxVUJkjFVmnMyEBJMwQ17vyA3_4ZWl2TAtWBFyZW5JqOcv1iPPspkOSAfy5QPe2y_Y0ZPf9qYtjVSjx26LjaJxkRbDHWvbHJIXZNC42xNd9G1TXbN_kjjzn5ipk2g3Qbp5rCzieZtTLfkKtg64-jEQ7J8fHibPhXzl1n_0LyIHHRX8AAgrGdao640SG8q42DtFRoFGEByRO0EsDIo5tYAJajetd5WQaP1ckjGf70REVf7tr-nPa5OM8lfYuZZwA</recordid><startdate>201203</startdate><enddate>201203</enddate><creator>Sourati, J.</creator><creator>Brooks, D. H.</creator><creator>Dy, J. G.</creator><creator>Ataer-Cansizoglu, E.</creator><creator>Erdogmus, D.</creator><creator>Rajadhyaksha, M.</creator><general>IEEE</general><scope>6IE</scope><scope>6IH</scope><scope>CBEJK</scope><scope>RIE</scope><scope>RIO</scope></search><sort><creationdate>201203</creationdate><title>Unsupervised wrinkle detection in reflectance confocal microscopy images of the human skin</title><author>Sourati, J. ; Brooks, D. H. ; Dy, J. 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G.</creatorcontrib><creatorcontrib>Ataer-Cansizoglu, E.</creatorcontrib><creatorcontrib>Erdogmus, D.</creatorcontrib><creatorcontrib>Rajadhyaksha, M.</creatorcontrib><collection>IEEE Electronic Library (IEL) Conference Proceedings</collection><collection>IEEE Proceedings Order Plan (POP) 1998-present by volume</collection><collection>IEEE Xplore All Conference Proceedings</collection><collection>IEEE Electronic Library (IEL)</collection><collection>IEEE Proceedings Order Plans (POP) 1998-present</collection></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext_linktorsrc</fulltext></delivery><addata><au>Sourati, J.</au><au>Brooks, D. H.</au><au>Dy, J. G.</au><au>Ataer-Cansizoglu, E.</au><au>Erdogmus, D.</au><au>Rajadhyaksha, M.</au><format>book</format><genre>proceeding</genre><ristype>CONF</ristype><atitle>Unsupervised wrinkle detection in reflectance confocal microscopy images of the human skin</atitle><btitle>2012 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)</btitle><stitle>ICASSP</stitle><date>2012-03</date><risdate>2012</risdate><spage>705</spage><epage>708</epage><pages>705-708</pages><issn>1520-6149</issn><eissn>2379-190X</eissn><isbn>1467300454</isbn><isbn>9781467300452</isbn><eisbn>9781467300469</eisbn><eisbn>1467300446</eisbn><eisbn>9781467300445</eisbn><eisbn>1467300462</eisbn><abstract>Reflectance confocal microscopy (RCM) is a non-invasive and in-vivo imaging modality, which can take images from different depths of the human skin. A challenging problem is to detect a clinically important subsurface section of the skin, the Dermis/Epidermis junction, in RCM images. This is a tough problem because of the huge variation of texture and intensity features across both intersubject and intrasubject tissues. On the other hand, there's almost no wrinkle-free part of the skin. This well-known phenomenon can be used as a histological clue for guessing the probability of being Dermis or Epidermis in the neighboring regions. In this paper, we develop a two-step wrinkle detector for RCM images. By analyzing the results on different RCM images, we conclude it has high sensitivity and specificity, but a relatively lower Jaccard index.</abstract><pub>IEEE</pub><doi>10.1109/ICASSP.2012.6287981</doi><tpages>4</tpages></addata></record> |
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| ispartof | 2012 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2012, p.705-708 |
| issn | 1520-6149 2379-190X |
| language | eng |
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| source | IEEE Electronic Library (IEL) Conference Proceedings |
| subjects | Dermis-Epidermis junction Epidermis Humans Indexes Junctions Microscopy Reflectance confocal microscopy Reflectivity wrinkle detection |
| title | Unsupervised wrinkle detection in reflectance confocal microscopy images of the human skin |
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