Pub Date : 2024-07-12DOI: 10.1142/s0218001424520220
Wang Xue, Liu Li, Yingxing Zhang
{"title":"Research on motion recognition based on deep learning algorithm","authors":"Wang Xue, Liu Li, Yingxing Zhang","doi":"10.1142/s0218001424520220","DOIUrl":"https://doi.org/10.1142/s0218001424520220","url":null,"abstract":"","PeriodicalId":508211,"journal":{"name":"International Journal of Pattern Recognition and Artificial Intelligence","volume":"28 3","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141653842","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Automatic segmentation model for Parkinson's images based on SA-U2-Net","authors":"Hui Li, Zi-shan Yang, Weimin Qi, Xinchen Yu, Jiaying Wu, Haining Li","doi":"10.1142/s021800142457009x","DOIUrl":"https://doi.org/10.1142/s021800142457009x","url":null,"abstract":"","PeriodicalId":508211,"journal":{"name":"International Journal of Pattern Recognition and Artificial Intelligence","volume":"36 12","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141655131","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Automatic Face Detection of Farm Images Based on an Enhanced Lightweight Deep Learning Model","authors":"Xiaoping Huang, Fei Huang, Jiahui Hu, Huanyu Zheng, Mengyi Liu, Zihao Dou, Qing Jiang","doi":"10.1142/s0218001424560093","DOIUrl":"https://doi.org/10.1142/s0218001424560093","url":null,"abstract":"","PeriodicalId":508211,"journal":{"name":"International Journal of Pattern Recognition and Artificial Intelligence","volume":"61 21","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141654693","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-07-05DOI: 10.1142/s0218001424500150
Lei Chen, Yanqing Liang, Guanglei Qi, Ting-Ting Zhang
{"title":"A seismic fault recognition method based on region energy algorithm","authors":"Lei Chen, Yanqing Liang, Guanglei Qi, Ting-Ting Zhang","doi":"10.1142/s0218001424500150","DOIUrl":"https://doi.org/10.1142/s0218001424500150","url":null,"abstract":"","PeriodicalId":508211,"journal":{"name":"International Journal of Pattern Recognition and Artificial Intelligence","volume":" 34","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141675800","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-07-05DOI: 10.1142/s0218001424590122
Seok Kim, Pierce Lai, Dariyan Khan, Kevin Zhao, Brian Le, Alex Luchianov, Margaret Yu, Patrick Wang
{"title":"Configurable Customized Information Extraction and Processing Pipeline","authors":"Seok Kim, Pierce Lai, Dariyan Khan, Kevin Zhao, Brian Le, Alex Luchianov, Margaret Yu, Patrick Wang","doi":"10.1142/s0218001424590122","DOIUrl":"https://doi.org/10.1142/s0218001424590122","url":null,"abstract":"","PeriodicalId":508211,"journal":{"name":"International Journal of Pattern Recognition and Artificial Intelligence","volume":" 12","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141674037","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-07-05DOI: 10.1142/s0218001424570106
Sohrab Namazi Nia, Frank Y. Shih
{"title":"Medical X-ray Image Enhancement using Global Contrast-Limited Adaptive Histogram Equalization","authors":"Sohrab Namazi Nia, Frank Y. Shih","doi":"10.1142/s0218001424570106","DOIUrl":"https://doi.org/10.1142/s0218001424570106","url":null,"abstract":"","PeriodicalId":508211,"journal":{"name":"International Journal of Pattern Recognition and Artificial Intelligence","volume":" 8","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141675530","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-07-05DOI: 10.1142/s0218001424500186
R. Ganeshan, Meesala Sravani, Archana Kalidindi, PG Om Prakash
{"title":"ShNFN: Shepard Neuro-Fuzzy Network for Intrusion Detection in Fog Computing","authors":"R. Ganeshan, Meesala Sravani, Archana Kalidindi, PG Om Prakash","doi":"10.1142/s0218001424500186","DOIUrl":"https://doi.org/10.1142/s0218001424500186","url":null,"abstract":"","PeriodicalId":508211,"journal":{"name":"International Journal of Pattern Recognition and Artificial Intelligence","volume":" 17","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141675736","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-07-05DOI: 10.1142/s0218001424540144
Shih-Hsien Tseng, Chi Kuo
{"title":"PCB defect detection based on improved deep learning model","authors":"Shih-Hsien Tseng, Chi Kuo","doi":"10.1142/s0218001424540144","DOIUrl":"https://doi.org/10.1142/s0218001424540144","url":null,"abstract":"","PeriodicalId":508211,"journal":{"name":"International Journal of Pattern Recognition and Artificial Intelligence","volume":" 45","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141673178","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-07-02DOI: 10.1142/s0218001423590218
Xuebin Tang
With the increasing scale of mobile cellular network applications, 5G mobile network infrastructure provides customizable services to users in the form of network slices. How to effectively allocate existing resources in real dynamic networks with time-varying network utility is a key issue that previous work did not consider. This paper first initializes the multi-resource allocation problem of network slicing in an online manner, where the utility function is set to change over time. Therefore, we propose Metis, an online network slicing resource allocation framework that combines the time-varying nature of the network utility function given bandwidth and processing power constraints with the requirement of virtual network function isolation. The goal is to maximize the cumulative network utility in the long term and specify multiple resource allocation problems by utilizing concave optimization methods. In addition, a distributed algorithm based on the online alternating direction method of multipliers with regret optimization has been developed to achieve optimal resource allocation. Our mathematical analysis proves that Metis can provably converge to the optimal solution and the result of experiments demonstrates a steady state behavior of Metis, which converges in dynamic network settings.
{"title":"Online Multi-Resource Allocation for Network Slicing in 5G with Distributed Algorithms","authors":"Xuebin Tang","doi":"10.1142/s0218001423590218","DOIUrl":"https://doi.org/10.1142/s0218001423590218","url":null,"abstract":"With the increasing scale of mobile cellular network applications, 5G mobile network infrastructure provides customizable services to users in the form of network slices. How to effectively allocate existing resources in real dynamic networks with time-varying network utility is a key issue that previous work did not consider. This paper first initializes the multi-resource allocation problem of network slicing in an online manner, where the utility function is set to change over time. Therefore, we propose Metis, an online network slicing resource allocation framework that combines the time-varying nature of the network utility function given bandwidth and processing power constraints with the requirement of virtual network function isolation. The goal is to maximize the cumulative network utility in the long term and specify multiple resource allocation problems by utilizing concave optimization methods. In addition, a distributed algorithm based on the online alternating direction method of multipliers with regret optimization has been developed to achieve optimal resource allocation. Our mathematical analysis proves that Metis can provably converge to the optimal solution and the result of experiments demonstrates a steady state behavior of Metis, which converges in dynamic network settings.","PeriodicalId":508211,"journal":{"name":"International Journal of Pattern Recognition and Artificial Intelligence","volume":"21 6","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141687460","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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