IEEE MultiMediaPub Date : 2024-09-16DOI: 10.1109/mmul.2024.3448100
Sristi Dakshit, Balakrishnan Prabhakaran
{"title":"Generative Adversarial Networks for Biomedical Imaging","authors":"Sristi Dakshit, Balakrishnan Prabhakaran","doi":"10.1109/mmul.2024.3448100","DOIUrl":"https://doi.org/10.1109/mmul.2024.3448100","url":null,"abstract":"GANs are a class of machine learning framework that are used to generate new data instances that resemble the training data. First proposed by Goodfellow et al.,1 the GAN architecture (Figure 1) typically consists of two separate competing adversarial neural networks that learn from each other. The two neural networks in a GAN model are a generator model, which creates new synthetic data samples, and a discriminator model, which evaluates the synthetic samples generated by the generator model against real data samples. The evaluation of synthetic data by the discriminator helps the generator create better and more realistic, accurate samples. As the generator improves, so does the discriminator, enabling effective learning with the aim of producing synthetic data that are so realistic that the discriminator cannot tell if they are real or fake.","PeriodicalId":13240,"journal":{"name":"IEEE MultiMedia","volume":"8 1","pages":""},"PeriodicalIF":3.2,"publicationDate":"2024-09-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142259722","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
IEEE MultiMediaPub Date : 2024-09-13DOI: 10.1109/mmul.2024.3459003
Wencheng Gu, Li Sun, Zhipeng Jiang, Kexue Sun
{"title":"High-performance Embedded System Design for QR Code Recognition with Deep Learning","authors":"Wencheng Gu, Li Sun, Zhipeng Jiang, Kexue Sun","doi":"10.1109/mmul.2024.3459003","DOIUrl":"https://doi.org/10.1109/mmul.2024.3459003","url":null,"abstract":"","PeriodicalId":13240,"journal":{"name":"IEEE MultiMedia","volume":"4 1","pages":""},"PeriodicalIF":3.2,"publicationDate":"2024-09-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142259723","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Development of an Image Encryption Algorithm Based on Compressed Sensing and Chaotic Mapping","authors":"Shaohui Yan, Yu Cui, Lin Li, Yuyan Zhang, Defeng Jiang, Hanbing Zhang","doi":"10.1109/mmul.2024.3428484","DOIUrl":"https://doi.org/10.1109/mmul.2024.3428484","url":null,"abstract":"","PeriodicalId":13240,"journal":{"name":"IEEE MultiMedia","volume":"136 1","pages":""},"PeriodicalIF":3.2,"publicationDate":"2024-07-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141739960","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
IEEE MultiMediaPub Date : 2024-07-11DOI: 10.1109/mmul.2024.3414101
{"title":"Get Published in the New IEEE Transactions on Privacy","authors":"","doi":"10.1109/mmul.2024.3414101","DOIUrl":"https://doi.org/10.1109/mmul.2024.3414101","url":null,"abstract":"","PeriodicalId":13240,"journal":{"name":"IEEE MultiMedia","volume":"48 1","pages":""},"PeriodicalIF":3.2,"publicationDate":"2024-07-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141610235","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}