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Different techniques for Alzheimer’s disease classification using brain images: a study 利用大脑图像对阿尔茨海默病进行分类的不同技术:一项研究
IF 5.6 3区 计算机科学
International Journal of Multimedia Information Retrieval Pub Date : 2021-05-19 DOI: 10.1007/s13735-021-00210-9
Ruhul Amin Hazarika, A. Abraham, S. Sur, A. K. Maji, D. Kandar
{"title":"Different techniques for Alzheimer’s disease classification using brain images: a study","authors":"Ruhul Amin Hazarika, A. Abraham, S. Sur, A. K. Maji, D. Kandar","doi":"10.1007/s13735-021-00210-9","DOIUrl":"https://doi.org/10.1007/s13735-021-00210-9","url":null,"abstract":"","PeriodicalId":48501,"journal":{"name":"International Journal of Multimedia Information Retrieval","volume":"37 1","pages":"199 - 218"},"PeriodicalIF":5.6,"publicationDate":"2021-05-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"88567565","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 11
Editorial for the ICMR 2020 special issue ICMR 2020特刊社论
IF 5.6 3区 计算机科学
International Journal of Multimedia Information Retrieval Pub Date : 2021-05-10 DOI: 10.1007/s13735-021-00211-8
M. Lew
{"title":"Editorial for the ICMR 2020 special issue","authors":"M. Lew","doi":"10.1007/s13735-021-00211-8","DOIUrl":"https://doi.org/10.1007/s13735-021-00211-8","url":null,"abstract":"","PeriodicalId":48501,"journal":{"name":"International Journal of Multimedia Information Retrieval","volume":"42 1","pages":"69 - 70"},"PeriodicalIF":5.6,"publicationDate":"2021-05-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"75665217","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Reinforcement learning applied to machine vision: state of the art 强化学习应用于机器视觉:最新技术
IF 5.6 3区 计算机科学
International Journal of Multimedia Information Retrieval Pub Date : 2021-05-03 DOI: 10.1007/s13735-021-00209-2
Abdul Mueed Hafiz, S. A. Parah, R. A. Bhat
{"title":"Reinforcement learning applied to machine vision: state of the art","authors":"Abdul Mueed Hafiz, S. A. Parah, R. A. Bhat","doi":"10.1007/s13735-021-00209-2","DOIUrl":"https://doi.org/10.1007/s13735-021-00209-2","url":null,"abstract":"","PeriodicalId":48501,"journal":{"name":"International Journal of Multimedia Information Retrieval","volume":"237 1","pages":"71 - 82"},"PeriodicalIF":5.6,"publicationDate":"2021-05-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"74869788","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Multimodal news analytics using measures of cross-modal entity and context consistency 使用跨模态实体和上下文一致性度量的多模态新闻分析
IF 5.6 3区 计算机科学
International Journal of Multimedia Information Retrieval Pub Date : 2021-04-28 DOI: 10.1007/s13735-021-00207-4
Eric Müller-Budack, Jonas Theiner, Sebastian Diering, Maximilian Idahl, Sherzod Hakimov, R. Ewerth
{"title":"Multimodal news analytics using measures of cross-modal entity and context consistency","authors":"Eric Müller-Budack, Jonas Theiner, Sebastian Diering, Maximilian Idahl, Sherzod Hakimov, R. Ewerth","doi":"10.1007/s13735-021-00207-4","DOIUrl":"https://doi.org/10.1007/s13735-021-00207-4","url":null,"abstract":"","PeriodicalId":48501,"journal":{"name":"International Journal of Multimedia Information Retrieval","volume":"23 1","pages":"111 - 125"},"PeriodicalIF":5.6,"publicationDate":"2021-04-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"85122206","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 14
Counterfactual attribute-based visual explanations for classification 基于反事实属性的分类视觉解释
IF 5.6 3区 计算机科学
International Journal of Multimedia Information Retrieval Pub Date : 2021-04-18 DOI: 10.1007/s13735-021-00208-3
Sadaf Gulshad, A. Smeulders
{"title":"Counterfactual attribute-based visual explanations for classification","authors":"Sadaf Gulshad, A. Smeulders","doi":"10.1007/s13735-021-00208-3","DOIUrl":"https://doi.org/10.1007/s13735-021-00208-3","url":null,"abstract":"","PeriodicalId":48501,"journal":{"name":"International Journal of Multimedia Information Retrieval","volume":"2 1","pages":"127 - 140"},"PeriodicalIF":5.6,"publicationDate":"2021-04-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"85195920","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Music similarity measurement and recommendation system using convolutional neural networks 基于卷积神经网络的音乐相似度测量与推荐系统
IF 5.6 3区 计算机科学
International Journal of Multimedia Information Retrieval Pub Date : 2021-03-01 DOI: 10.1007/s13735-021-00206-5
Mohamadreza Sheikh Fathollahi, F. Razzazi
{"title":"Music similarity measurement and recommendation system using convolutional neural networks","authors":"Mohamadreza Sheikh Fathollahi, F. Razzazi","doi":"10.1007/s13735-021-00206-5","DOIUrl":"https://doi.org/10.1007/s13735-021-00206-5","url":null,"abstract":"","PeriodicalId":48501,"journal":{"name":"International Journal of Multimedia Information Retrieval","volume":"23 1","pages":"43 - 53"},"PeriodicalIF":5.6,"publicationDate":"2021-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"76203818","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 31
A comprehensive survey on chest diseases analysis: technique, challenges and future research directions 胸部疾病分析综述:技术、挑战及未来研究方向
IF 5.6 3区 计算机科学
International Journal of Multimedia Information Retrieval Pub Date : 2021-02-19 DOI: 10.1007/s13735-021-00205-6
A. Hazra
{"title":"A comprehensive survey on chest diseases analysis: technique, challenges and future research directions","authors":"A. Hazra","doi":"10.1007/s13735-021-00205-6","DOIUrl":"https://doi.org/10.1007/s13735-021-00205-6","url":null,"abstract":"","PeriodicalId":48501,"journal":{"name":"International Journal of Multimedia Information Retrieval","volume":"21 1","pages":"83 - 110"},"PeriodicalIF":5.6,"publicationDate":"2021-02-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"74462313","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Cluster-based quotas for fairness improvements in music recommendation systems 基于集群的音乐推荐系统公平性改进配额
IF 5.6 3区 计算机科学
International Journal of Multimedia Information Retrieval Pub Date : 2021-01-23 DOI: 10.1007/s13735-020-00203-0
Bruna D. Wundervald
{"title":"Cluster-based quotas for fairness improvements in music recommendation systems","authors":"Bruna D. Wundervald","doi":"10.1007/s13735-020-00203-0","DOIUrl":"https://doi.org/10.1007/s13735-020-00203-0","url":null,"abstract":"","PeriodicalId":48501,"journal":{"name":"International Journal of Multimedia Information Retrieval","volume":"31 1","pages":"25 - 32"},"PeriodicalIF":5.6,"publicationDate":"2021-01-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"87026124","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 9
An automatic approach of audio feature engineering for the extraction, analysis and selection of descriptors 一种自动提取、分析和选择描述符的音频特征工程方法
IF 5.6 3区 计算机科学
International Journal of Multimedia Information Retrieval Pub Date : 2021-01-07 DOI: 10.1007/s13735-020-00202-1
Marvin Jiménez, José Aguilar, Julin Monsalve-Pulido, E. Montoya
{"title":"An automatic approach of audio feature engineering for the extraction, analysis and selection of descriptors","authors":"Marvin Jiménez, José Aguilar, Julin Monsalve-Pulido, E. Montoya","doi":"10.1007/s13735-020-00202-1","DOIUrl":"https://doi.org/10.1007/s13735-020-00202-1","url":null,"abstract":"","PeriodicalId":48501,"journal":{"name":"International Journal of Multimedia Information Retrieval","volume":"10 1","pages":"33 - 42"},"PeriodicalIF":5.6,"publicationDate":"2021-01-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"81251339","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 9
Design ensemble deep learning model for pneumonia disease classification. 为肺炎疾病分类设计集合深度学习模型
IF 3.6 3区 计算机科学
International Journal of Multimedia Information Retrieval Pub Date : 2021-01-01 Epub Date: 2021-02-20 DOI: 10.1007/s13735-021-00204-7
Khalid El Asnaoui
{"title":"Design ensemble deep learning model for pneumonia disease classification.","authors":"Khalid El Asnaoui","doi":"10.1007/s13735-021-00204-7","DOIUrl":"10.1007/s13735-021-00204-7","url":null,"abstract":"<p><p>With the recent spread of the SARS-CoV-2 virus, computer-aided diagnosis (CAD) has received more attention. The most important CAD application is to detect and classify pneumonia diseases using X-ray images, especially, in a critical period as pandemic of covid-19 that is kind of pneumonia. In this work, we aim to evaluate the performance of single and ensemble learning models for the pneumonia disease classification. The ensembles used are mainly based on fined-tuned versions of (InceptionResNet_V2, ResNet50 and MobileNet_V2). We collected a new dataset containing 6087 chest X-ray images in which we conduct comprehensive experiments. As a result, for a single model, we found out that InceptionResNet_V2 gives 93.52% of F1 score. In addition, ensemble of 3 models (ResNet50 with MobileNet_V2 with InceptionResNet_V2) shows more accurate than other ensembles constructed (94.84% of F1 score).</p>","PeriodicalId":48501,"journal":{"name":"International Journal of Multimedia Information Retrieval","volume":"10 1","pages":"55-68"},"PeriodicalIF":3.6,"publicationDate":"2021-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7896551/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"25415551","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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