2020 International Conference on Communications, Information System and Computer Engineering (CISCE)最新文献_第9页

Application of GNN in Urban Computing GNN在城市计算中的应用

2020 International Conference on Communications, Information System and Computer Engineering (CISCE) Pub Date : 2020-07-01 DOI: 10.1109/cisce50729.2020.00010

Xuanguang Chen

引用次数: 2

Safety Helmet Wearing Detection Based on Image Processing and Deep Learning 基于图像处理和深度学习的安全帽佩戴检测

2020 International Conference on Communications, Information System and Computer Engineering (CISCE) Pub Date : 2020-07-01 DOI: 10.1109/CISCE50729.2020.00076

Wei Zhang, Chifu Yang, Feng Jiang, Xianzhong Gao, Xiao Zhang

引用次数: 5

Vehicle Brand Classification Method Based on PCA-NET Under Complex Background 复杂背景下基于PCA-NET的汽车品牌分类方法

2020 International Conference on Communications, Information System and Computer Engineering (CISCE) Pub Date : 2020-07-01 DOI: 10.1109/CISCE50729.2020.00100

Jianqiu Chen

引用次数: 1

Design of Network Information Service Platform for Intelligent Agricultural Industry Chain 智能农业产业链网络信息服务平台设计

2020 International Conference on Communications, Information System and Computer Engineering (CISCE) Pub Date : 2020-07-01 DOI: 10.1109/cisce50729.2020.00087

K. Shi

引用次数: 2

O2O Integrated AI Precise Poverty Alleviation Plan O2O整合AI精准扶贫计划

2020 International Conference on Communications, Information System and Computer Engineering (CISCE) Pub Date : 2020-07-01 DOI: 10.1109/CISCE50729.2020.00096

Shih-Feng Chang, Hui Ding, Min-Qi Huang, Yong-Lin Tan, Jun-Jie Chen, Zhi-Tao Huang

{"title":"O2O Integrated AI Precise Poverty Alleviation Plan","authors":"Shih-Feng Chang, Hui Ding, Min-Qi Huang, Yong-Lin Tan, Jun-Jie Chen, Zhi-Tao Huang","doi":"10.1109/CISCE50729.2020.00096","DOIUrl":"https://doi.org/10.1109/CISCE50729.2020.00096","url":null,"abstract":"Cultural poverty and educational poverty are closely related. Without education, it is difficult to establish culture. Without culture, education will not be valued. Only by promoting cultural poverty alleviation and educational poverty alleviation as a whole, can we form a joint force to eliminate poverty culture and improve ideological, moral, scientific and cultural level. Only through high-level cultural poverty alleviation and educational poverty alleviation, can we really play the \"supporting aspiration\" of culture and the function of \"supporting intelligence\" to provide intellectual and human support for poverty-stricken areas to achieve industrial shaping and economic transformation, so as to achieve complete poverty alleviation. Therefore, Wish Magic Box will contact relevant educational institutions to conduct lectures and provide relevant support services. For example, in terms of service lectures, it will provide services that people need to work and solve employment problems to provide education support for people with education needs in poor areas.","PeriodicalId":101777,"journal":{"name":"2020 International Conference on Communications, Information System and Computer Engineering (CISCE)","volume":"31 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131319291","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}

引用次数: 3

Research on Rape Image Automatic Segmentation Method Based on RGB Color Space 基于RGB色彩空间的油菜图像自动分割方法研究

2020 International Conference on Communications, Information System and Computer Engineering (CISCE) Pub Date : 2020-07-01 DOI: 10.1109/CISCE50729.2020.00092

Lipin Tan, Yu-tian Li

引用次数: 2

Efficient Network Compression Through Smooth-Lasso Constraint 基于光滑套索约束的高效网络压缩

2020 International Conference on Communications, Information System and Computer Engineering (CISCE) Pub Date : 2020-07-01 DOI: 10.1109/CISCE50729.2020.00058

Xiaowei Ye, Ning Xu, Xiaofeng Liu, Xiao Yao, A. Jiang

{"title":"Efficient Network Compression Through Smooth-Lasso Constraint","authors":"Xiaowei Ye, Ning Xu, Xiaofeng Liu, Xiao Yao, A. Jiang","doi":"10.1109/CISCE50729.2020.00058","DOIUrl":"https://doi.org/10.1109/CISCE50729.2020.00058","url":null,"abstract":"The powerful capabilities of deep convolutional neural networks make them useful in various fields. However, most edge devices are difficult to afford the huge amount of parameters and high computational cost. Therefore, it is highly imperative to compress these huge models to make them lightweight to enable real-time inference on edge devices. Channel pruning is a mainstream method of network compression. Generally, the Lasso constraint is imposed on the scaling factor in the batch normalization layer to make them tend to zero for selecting unimportant channels and then prune them. However, Lasso is a non-smooth function that is not derivable at zero, we experimentally find that when the value of the loss function is small, it is difficult to decline continuously. Aiming at the above problems, this paper proposes a pruning strategy based on the derivable function Smooth-Lasso, using Smooth-Lasso as a regularization constraint to perform sparse training and then prune the network. Experiments on benchmark datasets and convolutional networks show that our method can not only make the loss function converge quickly, but also save more storage space and computational cost than the baseline method while maintaining the same level of accuracy as the original network.","PeriodicalId":101777,"journal":{"name":"2020 International Conference on Communications, Information System and Computer Engineering (CISCE)","volume":"44 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116315615","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}

引用次数: 0

The Impact of ICT Advances on Education: A Case Study 信息通信技术进步对教育的影响:一个案例研究

2020 International Conference on Communications, Information System and Computer Engineering (CISCE) Pub Date : 2020-07-01 DOI: 10.1109/CISCE50729.2020.00020

Chao Duan, Dongpo Guo, Jerry Xie, Jing Zhang

{"title":"The Impact of ICT Advances on Education: A Case Study","authors":"Chao Duan, Dongpo Guo, Jerry Xie, Jing Zhang","doi":"10.1109/CISCE50729.2020.00020","DOIUrl":"https://doi.org/10.1109/CISCE50729.2020.00020","url":null,"abstract":"ICT advances in the pace of Moore’s law as well as Gilder’s Law. The introduction of ICT into education has resulted astounding effects in learning. This paper presents a case study of the establishment of National Engineering Research Center for E-learning, as part of education informationized effort in China. There are four stages of China’s integration of ICT with education: start-up phase, application phase, integration phase, and innovation phase. The four phases are well in line with the ICT evolutions from standalone computer, to all IP network, to all cloud infrastructure, and to today’s all AI, which utilizes full spectrum of ICT including emerging technology advances in big data and artificial intelligence. The role of ICT in education has gone far beyond as an assisting tool in learning; it led to reconsider the traditional classroom centric teaching architecturally, as well as represented a paradigm shift in education including the roles of classroom teaching, the way of learning, the learning period systematically. Interactive and exploratory learning have become the mantra and education as a service is inevitable. At the same time, like any other technologies, ICT used in education can backfire if not carefully planned. This paper proposes a systematical engineering approach that integrates multiple tooling and activities around the learning of a particular subject with the purpose that engages learners through an intuitive, game-like environment where students learn through exploration and discovery.","PeriodicalId":101777,"journal":{"name":"2020 International Conference on Communications, Information System and Computer Engineering (CISCE)","volume":"38 1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123207724","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}

引用次数: 1

Research Status and Prospects of Deep Learning in Medical Images 医学图像深度学习的研究现状与展望

2020 International Conference on Communications, Information System and Computer Engineering (CISCE) Pub Date : 2020-07-01 DOI: 10.1109/CISCE50729.2020.00084

Chao Liang, Shaojie Xin

引用次数: 5

A Decentralized User Authentication Model Based on Activity Proof : Use the new user identity credential: activity map 一种基于活动证明的去中心化用户认证模型:使用新的用户身份凭证:活动图

2020 International Conference on Communications, Information System and Computer Engineering (CISCE) Pub Date : 2020-07-01 DOI: 10.1109/cisce50729.2020.00047

Wu Jing

引用次数: 2