{"title":"Image Compression for Wireless Sensor Network: A Model Segmentation-Based Compressive Autoencoder","authors":"Xuecai Bao, Chen Ye, Longzhe Han, Xiaohua Xu","doi":"10.1155/2023/8466088","DOIUrl":"https://doi.org/10.1155/2023/8466088","url":null,"abstract":"Aiming at the problems of image quality, compression performance, and transmission efficiency of image compression in wireless sensor networks (WSN), a model segmentation-based compressive autoencoder (MS-CAE) is proposed. In the proposed algorithm, we first divide each image in the dataset into pixel blocks and design a novel deep image compression network with a compressive autoencoder to form a compressed feature map by encoding pixel blocks. Then, the reconstructed image is obtained by using the quantized coefficients of the quantizer and splicing the decoded feature maps in order. Finally, the deep network model is segmented into two parts: the encoding network and the decoding network. The weight parameters of the encoding network are deployed to the edge device for the compressed image in the sensor network. For high-quality reconstructed images, the weight parameters of the decoding network are deployed to the cloud system. Experimental results demonstrate that the proposed MS-CAE obtains a high signal-to-noise ratio (PSNR) for the details of the image, and the compression ratio at the same bit per pixel (bpp) is significantly higher than that of the compared image compression algorithms. It also indicates that the MS-CAE not only greatly relieves the pressure of the hardware system in sensor network but also effectively improves image transmission efficiency and solves the deployment problem of image monitoring in remote and energy-poor areas.","PeriodicalId":49359,"journal":{"name":"Wireless Communications & Mobile Computing","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-10-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134974085","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":"Retracted: Building English Audio-Visual and Oral Mobile Teaching System Based on Virtual Augmented Reality Technology","authors":"Wireless Communications and Mobile Computing","doi":"10.1155/2023/9813136","DOIUrl":"https://doi.org/10.1155/2023/9813136","url":null,"abstract":"<jats:p />","PeriodicalId":49359,"journal":{"name":"Wireless Communications & Mobile Computing","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-10-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135823397","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":"Retracted: Research on Multimodal Image Fusion Target Detection Algorithm Based on Generative Adversarial Network","authors":"Wireless Communications and Mobile Computing","doi":"10.1155/2023/9830151","DOIUrl":"https://doi.org/10.1155/2023/9830151","url":null,"abstract":"<jats:p />","PeriodicalId":49359,"journal":{"name":"Wireless Communications & Mobile Computing","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-10-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135824834","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":"Retracted: Visual Communication-Based Virtual Reality Design of Imaging Information Collection and Display System","authors":"Wireless Communications and Mobile Computing","doi":"10.1155/2023/9801082","DOIUrl":"https://doi.org/10.1155/2023/9801082","url":null,"abstract":"<jats:p />","PeriodicalId":49359,"journal":{"name":"Wireless Communications & Mobile Computing","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-10-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135824981","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":"Retracted: Construction of Accounting Internal Control Management Platform Based on IoT Cloud Computing","authors":"Wireless Communications and Mobile Computing","doi":"10.1155/2023/9789176","DOIUrl":"https://doi.org/10.1155/2023/9789176","url":null,"abstract":"<jats:p />","PeriodicalId":49359,"journal":{"name":"Wireless Communications & Mobile Computing","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-10-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135882944","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":"Retracted: Enterprise Management Resource Protection System Based on Digital Information Technology","authors":"Wireless Communications and Mobile Computing","doi":"10.1155/2023/9805273","DOIUrl":"https://doi.org/10.1155/2023/9805273","url":null,"abstract":"<jats:p />","PeriodicalId":49359,"journal":{"name":"Wireless Communications & Mobile Computing","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-10-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135883096","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":"Retracted: Fast Target Detection Algorithm Based on CFAR and Target Variance Characteristics","authors":"Wireless Communications and Mobile Computing","doi":"10.1155/2023/9824989","DOIUrl":"https://doi.org/10.1155/2023/9824989","url":null,"abstract":"<jats:p />","PeriodicalId":49359,"journal":{"name":"Wireless Communications & Mobile Computing","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-10-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135824503","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":"Retracted: A Lightweight Face Verification Based on Adaptive Cascade Network and Triplet Loss Function","authors":"Wireless Communications and Mobile Computing","doi":"10.1155/2023/9898456","DOIUrl":"https://doi.org/10.1155/2023/9898456","url":null,"abstract":"<jats:p />","PeriodicalId":49359,"journal":{"name":"Wireless Communications & Mobile Computing","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-10-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135883642","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":"Retracted: Text Classification Based on Machine Learning and Natural Language Processing Algorithms","authors":"Wireless Communications and Mobile Computing","doi":"10.1155/2023/9796719","DOIUrl":"https://doi.org/10.1155/2023/9796719","url":null,"abstract":"<jats:p />","PeriodicalId":49359,"journal":{"name":"Wireless Communications & Mobile Computing","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-10-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135825537","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":"Retracted: The Application and Development Trend of Youth Sports Simulation Based on Computer Vision","authors":"Wireless Communications and Mobile Computing","doi":"10.1155/2023/9869640","DOIUrl":"https://doi.org/10.1155/2023/9869640","url":null,"abstract":"<jats:p />","PeriodicalId":49359,"journal":{"name":"Wireless Communications & Mobile Computing","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-10-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135882941","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}