{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,2,25]],"date-time":"2025-02-25T05:28:22Z","timestamp":1740461302543,"version":"3.37.3"},"reference-count":0,"publisher":"IOS Press","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2018]]},"abstract":"<jats:p>This paper proposed a retinal image segmentation method based on conditional Generative Adversarial Network (cGAN) to segment optic disc. The proposed model consists of two successive networks: generator and discriminator. The generator learns to map information from the observing input (i.e., retinal fundus color image), to the output (i.e., binary mask). Then, the discriminator learns as a loss function to train this mapping by comparing the ground-truth and the predicted output with observing the input image as a condition. Experiments were performed on two publicly available dataset; DRISHTI GS1 and RIM-ONE. The proposed model outperformed state-of-the-art-methods by achieving around 0.96 and 0.98 of Jaccard and Dice coefficients, respectively. Moreover, an image segmentation is performed in less than a second on recent GPU.<\/jats:p>","DOI":"10.3233\/978-1-61499-918-8-373","type":"book-chapter","created":{"date-parts":[[2025,2,24]],"date-time":"2025-02-24T11:58:24Z","timestamp":1740398304000},"source":"Crossref","is-referenced-by-count":0,"title":["Retinal Optic Disc Segmentation Using Conditional Generative Adversarial Network"],"prefix":"10.3233","author":[{"family":"Singh Vivek Kumar","sequence":"additional","affiliation":[]},{"family":"Rashwan Hatem A.","sequence":"additional","affiliation":[]},{"family":"Akram Farhan","sequence":"additional","affiliation":[]},{"family":"Pandey Nidhi","sequence":"additional","affiliation":[]},{"family":"Sarker Md. Mostafa Kamal","sequence":"additional","affiliation":[]},{"family":"Saleh Adel","sequence":"additional","affiliation":[]},{"family":"Abdulwahab Saddam","sequence":"additional","affiliation":[]},{"family":"Maaroof Najlaa","sequence":"additional","affiliation":[]},{"family":"Barrena Jordina Torrents","sequence":"additional","affiliation":[]},{"family":"Romani Santiago","sequence":"additional","affiliation":[]},{"family":"Puig Domenec","sequence":"additional","affiliation":[]}],"member":"7437","container-title":["Frontiers in Artificial Intelligence and Applications","Artificial Intelligence Research and Development"],"original-title":[],"deposited":{"date-parts":[[2025,2,24]],"date-time":"2025-02-24T12:09:44Z","timestamp":1740398984000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.medra.org\/servlet\/aliasResolver?alias=iospressISBN&isbn=978-1-61499-917-1&spage=373&doi=10.3233\/978-1-61499-918-8-373"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018]]},"references-count":0,"URL":"https:\/\/doi.org\/10.3233\/978-1-61499-918-8-373","relation":{},"ISSN":["0922-6389"],"issn-type":[{"value":"0922-6389","type":"print"}],"subject":[],"published":{"date-parts":[[2018]]}}}