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1. HCC Recognition Within B-Mode and CEUS Images Using Traditional and Deep Learning Techniques

Author

Mitrea, Delia, Mendoiu, Cosmina, Mitrea, Paulina, Nedevschi, Sergiu, Lupşor-Platon, Monica, Rotaru, Magda, Badea, Radu, Magjarevic, Ratko, Series Editor, Ładyżyński, Piotr, Associate Editor, Ibrahim, Fatimah, Associate Editor, Lackovic, Igor, Associate Editor, Rock, Emilio Sacristan, Associate Editor, Vlad, Simona, editor, and Roman, Nicolae Marius, editor

Published
2022
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2. Towards Building a Computerized System for Modelling Advanced HCC Tumors, in Order to Assist Their Minimum Invasive Surgical Treatment

Author

Mitrea, Delia, Marita, Tiberiu, Vancea, Flaviu, Nedevschi, Sergiu, Mitrea, Paulina, Neamt, Gabriel Mihai, Timoftei, Sanda, Florian, Vlad, Radu, Corina, Socaciu, Mihai, Stefanescu, Horia, Hajjar, Nadim Al, Ceccarelli, Marco, Series Editor, Hernandez, Alfonso, Editorial Board Member, Huang, Tian, Editorial Board Member, Takeda, Yukio, Editorial Board Member, Corves, Burkhard, Editorial Board Member, Agrawal, Sunil, Editorial Board Member, Pisla, Doina, editor, and Vaida, Calin, editor

Published
2020
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3. Towards Building a Computerized System for Modelling Advanced HCC Tumors, in Order to Assist Their Minimum Invasive Surgical Treatment

Author

Mitrea, Delia, primary, Marita, Tiberiu, additional, Vancea, Flaviu, additional, Nedevschi, Sergiu, additional, Mitrea, Paulina, additional, Neamt, Gabriel Mihai, additional, Timoftei, Sanda, additional, Florian, Vlad, additional, Radu, Corina, additional, Socaciu, Mihai, additional, Stefanescu, Horia, additional, and Hajjar, Nadim Al, additional

Published
2020
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6. Modelling Cutaneous Senescence Process

Author

Crisan, Maria, Cattani, Carlo, Badea, Radu, Mitrea, Paulina, Florea, Mira, Crisan, Diana, Mitrea, Delia, Bucur, Razvan, Checiches, Gabriela, Hutchison, David, editor, Kanade, Takeo, editor, Kittler, Josef, editor, Kleinberg, Jon M., editor, Mattern, Friedemann, editor, Mitchell, John C., editor, Naor, Moni, editor, Nierstrasz, Oscar, editor, Pandu Rangan, C., editor, Steffen, Bernhard, editor, Sudan, Madhu, editor, Terzopoulos, Demetri, editor, Tygar, Doug, editor, Vardi, Moshe Y., editor, Weikum, Gerhard, editor, Taniar, David, editor, Gervasi, Osvaldo, editor, Murgante, Beniamino, editor, Pardede, Eric, editor, and Apduhan, Bernady O., editor

Published
2010
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13. Modelling Cutaneous Senescence Process

Author

Crisan, Maria, primary, Cattani, Carlo, additional, Badea, Radu, additional, Mitrea, Paulina, additional, Florea, Mira, additional, Crisan, Diana, additional, Mitrea, Delia, additional, Bucur, Razvan, additional, and Checiches, Gabriela, additional

Published
2010
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18. Poster Session 1: Thursday 8 December 2011, 08:30-12:30 * Location: Poster Area

Author

S. Vijayan, M. Khanji, A. Ionescu, C. Podoleanu, A. Frigy, A. Ugri, A. Varga, D. Podoleanu, A. Incze, E. Carasca, D. Dobreanu, O. Mjolstad, H. Dalen, T. Graven, J. Kleinau, B. Hagen, H. Fu, T. Liu, J. Li, C. Liu, C. Zhou, G. Li, R. Bordese, M. Capriolo, D. Brero, I. Salvetti, M. Cannillo, M. Antolini, W. Grosso Marra, S. Frea, M. Morello, F. Gaita, F. Maffessanti, E. Caiani, D. Muraru, F. Tuveri, L. Dal Bianco, L. Badano, A. Majid, A. Soesanto, B. Ario Suryo Kuncoro, R. Sukmawan, M. H. Ganesja, T. Benedek, M. Chitu, J. Beata, Z. Suciu, I. Kovacs, O. Bucur, I. Benedek, A. Hrynkiewicz-Szymanska, F. Szymanski, G. Karpinski, K. Filipiak, Z. Radunovic, L. Lande Wekre, K. Steine, O. Bech-Hanssen, B. Rundqvist, F. Lindgren, N. Selimovic, J. Jedrzychowska-Baraniak, R. Jozwa, B. Larysz, J. Kasprzak, T. Ripp, V. Mordovin, E. Ripp, A. Ciobanu, R. Dulgheru, R. Dragoi, S. Magda, M. Florescu, S. Mihaila, R. Rimbas, M. Cinteza, D. Vinereanu, C. Benavides-Vallve, B. Pelacho, O. Iglesias, S. Castano, A. Munoz-Barrutia, F. Prosper, C. Ortiz De Solorzano, A. Manouras, A. Sahlen, R. Winter, P. Vardas, L. Brodin, S. I. Sarvari, K. H. Haugaa, W. Zahid, B. Bendz, L. Aaberge, T. Edvardsen, G. Di Bella, S. Pedri, R. Donato, A. Madaffari, C. Zito, D. Stapf, M. Schreckenberg, S. Carerj, H. Yoshikawa, M. Suzuki, Y. Kusunose, G. Hashimoto, T. Otsuka, M. Nakamura, K. Sugi, J. Grapsa, D. Dawson, W. Gin-Sing, L. Howard, J. Gibbs, P. Nihoyannopoulos, B. Smith, T. Coulter, A. Rendon, W. Gorissen, A. Shiran, I. Asmer, S. Adawi, M. Ganaeem, J. Shehadeh, M. Cameli, M. Lisi, F. Righini, M. Maccherini, G. Sani, M. Galderisi, S. Mondillo, D. Kalimanovska-Ostric, T. Nastasovic, I. Jovanovic, B. Milakovic, M. Dostanic, M. Stosic, I. Sasic, K. Sveen, T. Nerdrum, K. Hanssen, K. Dahl-Jorgensen, E. Holte, J. Vegsundvaag, T. Hole, K. Hegbom, R. Wiseth, I. Ikonomidis, J. Lekakis, V. Tritakis, I. Papadakis, N. Kadoglou, S. Tzortzis, P. Trivilou, C. Koukoulis, I. Paraskevaidis, M. Anastasiou-Nana, M. K. Smedsrud, S. Sarvari, O. Gjesdal, M. Beraldo, E. Solda', U. Cucchini, D. Peluso, M. Tuveri, A. Al Mamary, S. Iliceto, H. Dores, J. Abecasis, M. Carvalho, M. Santos, M. Andrade, R. Ribeiras, C. Reis, E. Horta, R. Gouveia, M. Mendes, D. Zaliaduonyte-Peksiene, V. Mizariene, G. Cesnaite, E. Tamuleviciute, R. Jurkevicius, J. Vaskelyte, R. Zaliunas, K. Smarz, B. Zaborska, T. Jaxa-Chamiec, P. Maciejewski, A. Budaj, D. Trifunovic, D. Sobic-Saranovic, S. Stankovic, M. Ostojic, B. Vujisic-Tesic, M. Petrovic, I. Nedeljkovic, M. Banovic, M. Tesic, I. Petrovic, I. Peovska, E. Srbinovska, J. Maksimovic, V. Andova, F. Arnaudova, E. Hristova, M. Otljanska, M. Vavlukis, S. Jovanova, G. Tamborini, L. Fusini, P. Gripari, M. Muratori, G. Pontone, D. Andreini, E. Bertella, S. Ghulam Ali, A. Bartorelli, M. Pepi, M. Cusma-Piccione, J. Salvia, F. Antonini-Canterin, S. Lentini, D. Donato, M. Miceli, G. Oreto, R. Sachner, R. Rubinshtein, M. Shnapp, T. Gaspar, A. Marchese, W. Deste, A. Sanfilippo, P. Aruta, M. Patane, G. Millan, G. Ussia, C. Tamburino, V. Kujacic, S. Obradovic, Z. Crkvenac, A. Bernard, M. Piquemal, G. Muller, P. Arbeille, B. Charbonnier, C. Broyd, J. Davies, G. Mikhail, J. Mayet, D. Francis, M. Rosca, J. Magne, C. Szymanski, B. Popescu, C. Ginghina, L. Pierard, P. Lancellotti, A. Gonzalez-Mansilla, J. Solis, R. Angulo, E. Perez-David, G. Madrid, J. Garcia-Robles, R. Yotti, R. Prieto, J. Bermejo, F. Fernandez-Aviles, Y. Ishikawa, T. Ishida, T. Osaki, M. Matsuyama, H. Yamashita, S. Ozaki, M. Stevanella, E. Votta, F. Veronesi, F. Alamanni, A. Redaelli, S. D. Park, J. Lee, S. Shin, S. Woo, D. Kim, K. Park, J. Kwan, W. Tsang, S. Chandra, L. Weinert, E. Gayat, M. Djelassi, T. Balbach, V. Mor-Avi, R. Lang, P. De Meester, A. Van De Bruaene, M. Delcroix, W. Budts, L. Abid, Z. Frikha, K. Makni, H. Rekik, A. Znazen, H. Mourad, S. Kammoun, L. Sargento, M. Satendra, C. Sousa, S. Lopes, S. Longo, N. Lousada, R. Palma Reis, D. Fouad, R. Shams Eldeen, C. Beladan, A. Calin, F. Voinea, R. Enache, R. Jurcut, I. Coman, M. Ghionea, A. Djordjevic-Dikic, O. Petrovic, M. Boricic, V. Giga, L. Pisciella, C. Lanzillo, M. Minati, S. Caselli, M. Di Roma, S. Fratini, S. Romano, L. Calo', E. Lioy, M. Penco, G. Finocchiaro, B. Pinamonti, M. Merlo, G. Barbati, G. Sinagra, A. Dilenarda, S. Comenale Pinto, R. Ancona, P. Caso, C. Cavallaro, F. Vecchione, A. D'onofrio, M. Fero', R. Calabro', S. Gustafsson, E. Ihse, M. Henein, P. Westermark, O. Suhr, P. Lindqvist, M. Oliva Sandoval, M. Gonzalez Carrillo, M. Garcia Navarro, E. Garcia-Molina Saez, M. Sabater Molina, D. Saura Espin, J. Lacunza Ruiz, J. Gimeno Blanes, G. De La Morena Valenzuela, M. Valdes Chavarri, C. Prinz, L. Faber, D. Horstkotte, H. Hoetz, J. Voigt, F. Gandara, M. Correia, I. Rosario, C. Fonseca, I. Arroja, A. Aleixo, A. Martins, L. Radulescu, D. Dan Radulescu, P. Parv Andreea, D. Duncea Caius, C. Ciuleanu T, M. Mitrea Paulina, F. Cali Quaglia, M. Ribezzo, M. Boffini, M. Rinaldi, A. M. Maceira Gonzalez, J. Cosin-Sales, E. Dalli, J. Diago, J. Aguilar, J. Ruvira, S. Goncalves, A. Gomes, F. Pinto, W.-C. Tsai, Y.-W. Liu, J.-Y. Shih, Y.-Y. Huang, J.-Y. Chen, L.-M. Tsai, J.-H. Chen, S. Ribeiro, D. Doroteia, L. Santos, C. David, G. Vinhas De Sousa, A. Almeida, M. Iwase, Y. Itou, S. Yasukochi, K. Shiino, H. Inuzuka, K. Sugimoto, Y. Ozaki, K. Gieszczyk-Strozik, A. Sikora-Puz, M. Mizia, B. Lasota, A. Chmiel, A. Lis-Swiety, J. Michna, L. Brzezinska-Wcislo, K. Mizia-Stec, Z. Gasior, P. Luijendijk, H. De Bruin-Bon, C. Zwiers, J. Vriend, R. Van Den Brink, B. Mulder, B. Bouma, S. Brigido, P. Gianfagna, A. Proclemer, B. Plicht, P. Kahlert, H. Kaelsch, T. Buck, R. Erbel, T. Konorza, H. Yoon, K. Kim, Y. Ahn, M. Jeong, J. Cho, J. Park, J. Kang, W. Rha, W. W. Jansen Klomp, G. Brandon Bravo Bruinsma, A. Van 'T Hof, S. Spanjersberg, A. Nierich, T. Bombardini, S. Gherardi, E. Picano, A. Ciarka, L. Herbots, E. Eroglu, J. Van Cleemput, W. Droogne, R. Jasityte, B. Meyns, J. D'hooge, J. Vanhaecke, M. Al Barjas, R. Iskreva, R. Morris, J. Davar, Y. Zhao, A. Holmgren, S. Morner, J. Stepanovic, B. Beleslin, M. Nedeljkovic, S. Mazic, V. Stojanov, R. Piatkowski, J. Kochanowski, P. Scislo, M. Grabowski, M. Marchel, M. Roik, D. Kosior, G. Opolski, A. Tomaszewski, A. Kutarski, M. Tomaszewski, S. Eibel, E. Hasheminejad, C. Mukherjee, H. Tschernich, J. Ender, I. Delithanasis, J. Celutkiene, C. Kenny, M. Monaghan, S. Van Den Oord, G. Ten Kate, Z. Akkus, G. Renaud, E. Sijbrands, F. Ten Cate, N. De Jong, J. Bosch, A. Van Der Steen, A. Schinkel, A. Lisowska, M. Knapp, A. Tycinska, R. Sawicki, P. Kralisz, B. Sobkowicz, S.-A. Chang, S.-C. Lee, E.-Y. Kim, S.-H. Hahm, G.-T. Ahn, M.-K. Sohn, S.-J. Park, J.-O. Choi, S.-W. Park, J.-K. Oh, M. O. Gursoy, T. Gokdeniz, M. Astarcioglu, Z. Bayram, B. Cakal, S. Karakoyun, M. Kalcik, G. Kahveci, M. Yildiz, M. Ozkan, V. Skidan, A. Borowski, M. Park, J. Thomas, S. Ranjbar, S. Hassantash, M. Karvandi, M. Foroughi, E. S. Davidsen, D. Cramariuc, O. Bleie, E. Gerdts, K. Matre, M. Cusma' Piccione, G. Bagnato, M. Mohammed, S. Piluso, L. Oreto, T. Bitter, S. Carvalho, M. Canada, M. Santisteban Sanchez De Puerta, M. D. Mesa Rubio, M. Ruiz Ortiz, M. Delgado Ortega, M. L. Pena Pena, M. Puentes Chiachio, J. Suarez De Lezo Cruz-Conde, M. Pan Alvarez-Ossorio, F. Mazuelos Bellido, J. Suarez De Lezo Herreros De Tejada, E. Altekin, A. Yanikoglu, S. Karakas, C. Oncel, B. Akdemir, A. Belgi Yildirim, A. Cilli, H. Yilmaz, L. Lenartowska, M. Furdal, B. Knysz, A. Konieczny, J. Lewczuk, S. Severino, M. Cavallaro, M. Coppola, H. Motoki, A. To, M. Bhargava, O. Wazni, T. Marwick, A. Klein, E. Sinkovskaya, S. Horton, A. Abuhamad, S. Mingo Santos, V. Monivas Palomero, B. Beltran Correas, C. Mitroi, C. Gutierrez Landaluce, I. Garcia Lunar, J. Gonzalez Mirelis, M. Cavero, J. Segovia Cubero, L. Alonso Pulpon, E. Gurel, T. Karaahmet, K. Tigen, C. Kirma, C. Dundar, S. Pala, I. Isiklar, C. Cevik, A. Kilicgedik, Y. Basaran, M. Brambatti, A. Romandini, A. Barbarossa, S. Molini, A. Urbinati, A. Giovagnoli, L. Cipolletta, A. Capucci, S. Park, E. Choi, C. Ahn, S. Hong, M. Kim, D. Lim, W. Shim, J. Xie, F. Fang, Q. Zhang, J. Chan, G. Yip, J. Sanderson, Y. Lam, B. Yan, C. Yu, P. Jorge Perez, A. De La Rosa Hernandez, C. Hernandez Garcia, A. Duque Garcia, A. Barragan Acea, E. Arroyo Ucar, J. Jimenez Rivera, J. Lacalzada Almeida, I. Laynez Cerdena, C. Carminati, R. Capoulade, E. Larose, M. Clavel, J. Dumesnil, M. Arsenault, E. Bedard, P. Mathieu, P. Pibarot, L. Gargani, G. Baldi, F. Forfori, D. Caramella, L. D'errico, A. Abramo, R. Sicari, F. Giunta, W.-N. Lee, B. Larrat, E. Messas, M. Pernot, M. Tanter, V. Velagic, M. Cikes, R. Matasic, I. Skorak, J. Samardzic, D. Puljevic, M. Lovric Bencic, B. Biocina, D. Milicic, B. Roosens, G. Bala, S. Droogmans, J. Hostens, J. Somja, E. Delvenne, J. Schiettecatte, T. Lahoutte, G. Van Camp, B. Cosyns, A. Ghosh, R. Hardy, N. Chaturvedi, J. Deanfield, D. Pellerin, D. Kuh, A. Hughes, A. Malmgren, M. Dencker, M. Stagmo, P. Gudmundsson, Y. Seo, T. Ishizu, K. Aonuma, M. J. Schuuring, J. Vis, A. Van Dijk, J. Van Melle, P. Pieper, H. Vliegen, G. Sieswerda, E. Foukarakis, A. Pitarokilis, P. Kafarakis, A. Kiritsi, E. Klironomos, A. Manousakis, X. Fragiadaki, E. Papadakis, and A. Dermitzakis

Subjects
medicine.medical_specialty, business.industry, Thursday, medicine, Radiology, Nuclear Medicine and imaging, Medical physics, General Medicine, Session (computer science), Cardiology and Cardiovascular Medicine, business, Surgery
Published
2011

25. Poster Session 1: Thursday 8 December 2011, 08:30-12:30 * Location: Poster Area

Author

Vijayan, S., primary, Khanji, M., additional, Ionescu, A., additional, Vijayan, S., additional, Podoleanu, C., additional, Frigy, A., additional, Ugri, A., additional, Varga, A., additional, Podoleanu, D., additional, Incze, A., additional, Carasca, E., additional, Dobreanu, D., additional, Mjolstad, O., additional, Dalen, H., additional, Graven, T., additional, Kleinau, J., additional, Hagen, B., additional, Fu, H., additional, Liu, T., additional, Li, J., additional, Liu, C., additional, Zhou, C., additional, Li, G., additional, Bordese, R., additional, Capriolo, M., additional, Brero, D., additional, Salvetti, I., additional, Cannillo, M., additional, Antolini, M., additional, Grosso Marra, W., additional, Frea, S., additional, Morello, M., additional, Gaita, F., additional, Maffessanti, F., additional, Caiani, E., additional, Muraru, D., additional, Tuveri, F., additional, Dal Bianco, L., additional, Badano, L., additional, Majid, A., additional, Soesanto, A., additional, Ario Suryo Kuncoro, B., additional, Sukmawan, R., additional, Ganesja, M. H., additional, Benedek, T., additional, Chitu, M., additional, Beata, J., additional, Suciu, Z., additional, Kovacs, I., additional, Bucur, O., additional, Benedek, I., additional, Hrynkiewicz-Szymanska, A., additional, Szymanski, F., additional, Karpinski, G., additional, Filipiak, K., additional, Radunovic, Z., additional, Lande Wekre, L., additional, Steine, K., additional, Bech-Hanssen, O., additional, Rundqvist, B., additional, Lindgren, F., additional, Selimovic, N., additional, Jedrzychowska-Baraniak, J., additional, Jozwa, R., additional, Larysz, B., additional, Kasprzak, J., additional, Ripp, T., additional, Mordovin, V., additional, Ripp, E., additional, Ciobanu, A., additional, Dulgheru, R., additional, Dragoi, R., additional, Magda, S., additional, Florescu, M., additional, Mihaila, S., additional, Rimbas, R., additional, Cinteza, M., additional, Vinereanu, D., additional, Benavides-Vallve, C., additional, Pelacho, B., additional, Iglesias, O., additional, Castano, S., additional, Munoz-Barrutia, A., additional, Prosper, F., additional, Ortiz De Solorzano, C., additional, Manouras, A., additional, Sahlen, A., additional, Winter, R., additional, Vardas, P., additional, Brodin, L., additional, Sarvari, S. I., additional, Haugaa, K. H., additional, Zahid, W., additional, Bendz, B., additional, Aaberge, L., additional, Edvardsen, T., additional, Di Bella, G., additional, Pedri, S., additional, Donato, R., additional, Madaffari, A., additional, Zito, C., additional, Stapf, D., additional, Schreckenberg, M., additional, Carerj, S., additional, Yoshikawa, H., additional, Suzuki, M., additional, Kusunose, Y., additional, Hashimoto, G., additional, Otsuka, T., additional, Nakamura, M., additional, Sugi, K., additional, Grapsa, J., additional, Dawson, D., additional, Gin-Sing, W., additional, Howard, L., additional, Gibbs, J., additional, Nihoyannopoulos, P., additional, Smith, B., additional, Coulter, T., additional, Rendon, A., additional, Gorissen, W., additional, Shiran, A., additional, Asmer, I., additional, Adawi, S., additional, Ganaeem, M., additional, Shehadeh, J., additional, Cameli, M., additional, Lisi, M., additional, Righini, F., additional, Maccherini, M., additional, Sani, G., additional, Galderisi, M., additional, Mondillo, S., additional, Kalimanovska-Ostric, D., additional, Nastasovic, T., additional, Jovanovic, I., additional, Milakovic, B., additional, Dostanic, M., additional, Stosic, M., additional, Sasic, I., additional, Sveen, K., additional, Nerdrum, T., additional, Hanssen, K., additional, Dahl-Jorgensen, K., additional, Holte, E., additional, Vegsundvaag, J., additional, Hole, T., additional, Hegbom, K., additional, Wiseth, R., additional, Ikonomidis, I., additional, Lekakis, J., additional, Tritakis, V., additional, Papadakis, I., additional, Kadoglou, N., additional, Tzortzis, S., additional, Trivilou, P., additional, Koukoulis, C., additional, Paraskevaidis, I., additional, Anastasiou-Nana, M., additional, Smedsrud, M. K., additional, Sarvari, S., additional, Gjesdal, O., additional, Beraldo, M., additional, Solda', E., additional, Cucchini, U., additional, Peluso, D., additional, Tuveri, M., additional, Al Mamary, A., additional, Iliceto, S., additional, Dores, H., additional, Abecasis, J., additional, Carvalho, M., additional, Santos, M., additional, Andrade, M., additional, Ribeiras, R., additional, Reis, C., additional, Horta, E., additional, Gouveia, R., additional, Mendes, M., additional, Zaliaduonyte-Peksiene, D., additional, Mizariene, V., additional, Cesnaite, G., additional, Tamuleviciute, E., additional, Jurkevicius, R., additional, Vaskelyte, J., additional, Zaliunas, R., additional, Smarz, K., additional, Zaborska, B., additional, Jaxa-Chamiec, T., additional, Maciejewski, P., additional, Budaj, A., additional, Trifunovic, D., additional, Sobic-Saranovic, D., additional, Stankovic, S., additional, Ostojic, M., additional, Vujisic-Tesic, B., additional, Petrovic, M., additional, Nedeljkovic, I., additional, Banovic, M., additional, Tesic, M., additional, Petrovic, I., additional, Peovska, I., additional, Srbinovska, E., additional, Maksimovic, J., additional, Andova, V., additional, Arnaudova, F., additional, Hristova, E., additional, Otljanska, M., additional, Vavlukis, M., additional, Jovanova, S., additional, Tamborini, G., additional, Fusini, L., additional, Gripari, P., additional, Muratori, M., additional, Pontone, G., additional, Andreini, D., additional, Bertella, E., additional, Ghulam Ali, S., additional, Bartorelli, A., additional, Pepi, M., additional, Cusma-Piccione, M., additional, Salvia, J., additional, Antonini-Canterin, F., additional, Lentini, S., additional, Donato, D., additional, Miceli, M., additional, Oreto, G., additional, Sachner, R., additional, Rubinshtein, R., additional, Shnapp, M., additional, Gaspar, T., additional, Marchese, A., additional, Deste, W., additional, Sanfilippo, A., additional, Aruta, P., additional, Patane, M., additional, Millan, G., additional, Ussia, G., additional, Tamburino, C., additional, Kujacic, V., additional, Obradovic, S., additional, Crkvenac, Z., additional, Bernard, A., additional, Piquemal, M., additional, Muller, G., additional, Arbeille, P., additional, Charbonnier, B., additional, Broyd, C., additional, Davies, J., additional, Mikhail, G., additional, Mayet, J., additional, Francis, D., additional, Rosca, M., additional, Magne, J., additional, Szymanski, C., additional, Popescu, B., additional, Ginghina, C., additional, Pierard, L., additional, Lancellotti, P., additional, Gonzalez-Mansilla, A., additional, Solis, J., additional, Angulo, R., additional, Perez-David, E., additional, Madrid, G., additional, Garcia-Robles, J., additional, Yotti, R., additional, Prieto, R., additional, Bermejo, J., additional, Fernandez-Aviles, F., additional, Ishikawa, Y., additional, Ishida, T., additional, Osaki, T., additional, Matsuyama, M., additional, Yamashita, H., additional, Ozaki, S., additional, Stevanella, M., additional, Votta, E., additional, Veronesi, F., additional, Alamanni, F., additional, Redaelli, A., additional, Park, S. 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Published
2011
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31. Advanced texture analysis and classification methods for the automatic diagnosis of the hepatocellular carcinoma.

Author

MITREA, Delia, NEDEVSCHI, Sergiu, MITREA, Paulina, BREHAR, Raluca, VANCEA, Flaviu-Ionuţ, PLATON (LUPŞOR), Monica, ŞTEFĂNESCU, Horia, and BADEA, Radu

Subjects
*HEPATOCELLULAR carcinoma, *ARTIFICIAL neural networks, *AUTOMATIC classification, *COMPUTERS, *GABOR transforms, *DEEP learning
Abstract

Introduction: The hepatocellular carcinoma (HCC) is the most frequent malignant liver tumor, appearing in 75% of liver cancer cases. The golden standard for HCC diagnosis is the needle biopsy, but it is invasive, dangerous. We develop non-invasive, computerized methods for the automatic and computer assisted diagnosis of HCC, within ultrasound images. The advanced texture analysis methods, the classification techniques including the deep learning approach, respectively other specific pattern classification and artificial intelligence methods play a major role in our research. Thus, we perform the characterization and supervised recognition of HCC, as well as the unsupervised discovery of the HCC evolution phases. Materials and methods: In order to perform image analysis, both classical and original texture analysis methods were taken into account, including multiresolution features, based on the Wavelet and Gabor transforms [1]. Advanced, original texture analysis methods were developed in the form of the superior order generalized co-occurrence matrices, based on gray levels, edge orientations, respectively complex textural microstructures. These features were provided at the input of some traditional classifiers [1], [2]. Deep learning techniques such as Stacked Denoising Autoencoders (SAE) and Convolutional Neural Networks (CNN) were also experimented [3]. Thus, the imagistic textural model of HCC, respectively of the HCC evolution phases was defined in both supervised [1] and unsupervised manner [4]. The experiments were performed on 300 cases of HCC, and 100 cases of hemangioma, acquired with an older ultrasound machine, respectively on 13 HCC cases acquired with a new generation ultrasound machine. In the case of the supervised classification, we considered the following pairs of classes: HCC/cirrhotic parenchyma; HCC/hemangioma. Results: Our methods led to a satisfying classification accuracy, around 85%. Conclusion: Due to the textural model of HCC, both automatic and computer assisted diagnosis can be performed. We aim to increase the classification performance, in our future research. [ABSTRACT FROM AUTHOR]

Published
2019

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