{"id":1640,"date":"2024-05-08T10:04:28","date_gmt":"2024-05-08T10:04:28","guid":{"rendered":"https:\/\/www.cs.ubbcluj.ro\/~lauras\/test\/?page_id=1640"},"modified":"2024-05-08T10:04:46","modified_gmt":"2024-05-08T10:04:46","slug":"si3a3m","status":"publish","type":"page","link":"https:\/\/www.cs.ubbcluj.ro\/~lauras\/research-2\/research-projects\/si3a3m\/","title":{"rendered":"SI3A3M"},"content":{"rendered":"\n<p>Sistem Inteligent de Analiz\u0103 Auto-Adaptat Multi-modal Multi-criteriu Multi-obiectiv (SI3A3M)<\/p>\n\n\n\n<p>Finantator: Universitatea Babes Bolyai<br>Code: GTC-31788<\/p>\n\n\n\n<p><strong>Despre proiect:<\/strong><br>Analiza automat\u0103 a imaginilor cu ajutorul calculatorului este folosit\u0103 azi \u00een domenii variate precum medicin\u0103, industria autovehiculelor, robotic\u0103, etc.. \u00cen domeniul medical aceste analize pot fi utile \u00een diagnosticare (de ex., a cancerulului mamar), \u00een monitorizare (de ex., a cre\u0219terii unor tumori) sau \u00een chirurgia asistat\u0103. O parte din analize sunt dedicate identific\u0103rii anumitor forme (regiuni) \u00een aceste imagini (de ex. reconstruc\u021bia tr\u0103s\u0103turilor anatomice din diferite modalit\u0103\u021bi imagistice &#8211; tomografii, radiografii, ecografii, etc. &#8211; sau identificarea \u021besuturilor mamare canceroase benigne sau maligne). Algoritmii de calcul implica\u021bi \u00een aceste analize trebuie s\u0103 se poat\u0103 adapta singuri la specificul fiec\u0103rei tip de form\u0103 care trebuie identificat\u0103, precum \u0219i diferitelor scopuri urm\u0103rite din punct de vedere medical. Mai mult, ei trebuie s\u0103 lucreze c\u00e2t mai efficient (temporal, dar \u0219i spa\u021bial) pentru a sprijinii personalul medical, d\u00e2nd un r\u0103spuns prompt \u0219i de calitate.<br>Este necesar ca tehnicile de analiz\u0103 automat\u0103 a imaginilor s\u0103 respecte at\u00e2t cerin\u021be tehnice impuse de un domeniu at\u00e2t de vast \u0219i dinamic (adic\u0103 s\u0103 fie multi-obiectiv &#8211; analizele efectuate put\u00e2nd fi orientate spre diverse interese -, multi-criterial &#8211; informa\u021biile relevante pentru anumite scopuri ne-fiind unice, multi-modal &#8211; \u021bin\u00e2nd cont de variatele modalit\u0103\u021bi de stocare \u0219i reprezentare a informa\u021biilor vizuale, auto-adaptate &#8211; tehnicile de analiz\u0103 s\u0103 se poat\u0103 ajusta \u0219i adapta diferitelor situa\u021bii practice care impun prelucrarea automat\u0103 a datelor), dar \u0219i cerin\u021be calitative (analize corecte \u0219i relevante).<br>Proiectul \u00ee\u0219i propune s\u0103 dezvolte astfel de algoritmi de \u00eenv\u0103\u021bare automat\u0103 ne-supervizat\u0103 eficien\u021bi (auto-adapta\u021bi, multi-modali, multi-criteriu, multi-obiectiv, baza\u021bi pe calcul paralel) pentru prelucrarea imaginilor medicale, \u00een special a celor folosite \u00een identificarea diferitelor tipuri de cancer.<\/p>\n\n\n\n<p><strong>Rapoarte tehnice<\/strong><\/p>\n\n\n\n<p>Cateva masuri de evaluare a performantei folosite in algoritmii de invatare ne-supervizata aplicati in imagini &#8211;&nbsp;<a href=\"http:\/\/www.cs.ubbcluj.ro\/~lauras\/test\/docs\/publications\/researchProjects\/GTC\/segmAlg.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">draft01<\/a><\/p>\n\n\n\n<p>Cativa algoritmi de invatare ne-supervizata aplicati in etichetarea imaginilor &#8211;&nbsp;<a href=\"http:\/\/www.cs.ubbcluj.ro\/~lauras\/test\/docs\/publications\/researchProjects\/GTC\/segmMeasures.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">draft01<\/a><\/p>\n\n\n\n<p><strong>Publica\u021bii<\/strong><\/p>\n\n\n\n<ul>\n<li>\u0218tefana Fr\u0103tean, Laura Dio\u0219an, GP-based classifiers for recognition of breast cancer in mammographic images, Swarm and Evolutionary Computation (submitted)<\/li>\n\n\n\n<li>Roxana Mocan, Laura Dio\u0219an, Multi-class based on multiple clustering approaches for obstacle recognition in scenes \u2014 Learn in Layers using Fuzzy Clustering and PSO, Intelligent Computer Communication and Processing (ICCP), 2016 IEEE 12th International Conference on. IEEE, 2016.<\/li>\n<\/ul>\n\n\n\n<p><strong>Particip\u0103ri la conferin\u021be<\/strong><\/p>\n\n\n\n<ul>\n<li>IEEE International Conference on Intelligent Computer Communication and Processing (ICCP 2016), Cluj-Napoca, Rom\u00e2nia, 8-10 septembrie 2016<\/li>\n\n\n\n<li>International Symposium on Symbolic and Numeric Algorithms for Scientific Computing (SYNASC 2016), Timi\u0219oara, Rom\u00e2nia, 24-27 Septembrie 2016<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Sistem Inteligent de Analiz\u0103 Auto-Adaptat Multi-modal Multi-criteriu Multi-obiectiv (SI3A3M) Finantator: Universitatea Babes BolyaiCode: GTC-31788 Despre proiect:Analiza automat\u0103 a imaginilor cu ajutorul calculatorului este folosit\u0103 azi \u00een domenii variate precum medicin\u0103, industria autovehiculelor, robotic\u0103, etc.. \u00cen domeniul medical aceste analize pot fi utile \u00een diagnosticare (de ex., a cancerulului mamar), \u00een monitorizare (de ex., a cre\u0219terii [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":757,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":[],"_links":{"self":[{"href":"https:\/\/www.cs.ubbcluj.ro\/~lauras\/wp-json\/wp\/v2\/pages\/1640"}],"collection":[{"href":"https:\/\/www.cs.ubbcluj.ro\/~lauras\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.cs.ubbcluj.ro\/~lauras\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.cs.ubbcluj.ro\/~lauras\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.cs.ubbcluj.ro\/~lauras\/wp-json\/wp\/v2\/comments?post=1640"}],"version-history":[{"count":1,"href":"https:\/\/www.cs.ubbcluj.ro\/~lauras\/wp-json\/wp\/v2\/pages\/1640\/revisions"}],"predecessor-version":[{"id":1641,"href":"https:\/\/www.cs.ubbcluj.ro\/~lauras\/wp-json\/wp\/v2\/pages\/1640\/revisions\/1641"}],"up":[{"embeddable":true,"href":"https:\/\/www.cs.ubbcluj.ro\/~lauras\/wp-json\/wp\/v2\/pages\/757"}],"wp:attachment":[{"href":"https:\/\/www.cs.ubbcluj.ro\/~lauras\/wp-json\/wp\/v2\/media?parent=1640"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}