2021 4th International Conference on Information and Computer Technologies (ICICT)最新文献

Decision Support System to Optimize Cloud Service Prioritization for Model Deployment 为模型部署优化云服务优先级的决策支持系统

2021 4th International Conference on Information and Computer Technologies (ICICT) Pub Date : 2021-03-01 DOI: 10.1109/ICICT52872.2021.00033

Muhammad Zubair Khan, Yugyung Lee, M. K. Khattak

{"title":"Decision Support System to Optimize Cloud Service Prioritization for Model Deployment","authors":"Muhammad Zubair Khan, Yugyung Lee, M. K. Khattak","doi":"10.1109/ICICT52872.2021.00033","DOIUrl":"https://doi.org/10.1109/ICICT52872.2021.00033","url":null,"abstract":"The bio-inspired concept of deep learning has brought a revolution in artificial intelligence. It has challenged several areas including computer vision, signal processing, healthcare, transportation, security, robotics and machine translation. The core idea is to make learning algorithms efficient and convenient to use for solving daily life problems. This technology is still naive and facing multiple challenges like massive data availability, computation and infrastructural cost, resource dependency, efficient resource utilization, model production and platform procurement. Also it is found that most of the structured and unstructured data comes in the form of images, captured through different types of sensors. These images if utilized efficiently, can serve as an effective tool to solve numerous problems. To target above, a resource independent deep learning framework is proposed in this article. This work is an effort towards deploying deep neural network off-premises for medical image analysis to eliminate on-premises resource dependency and making efficient use of pay-as-per-demand paradigm offered by cloud services. This approach not only reduces the overall infrastructural cost but also enables a diverse range of need-based computational resource selection. The proposed work has shown promising results and considered as an effort to promote cloud-based resource independent machine intelligence.","PeriodicalId":359456,"journal":{"name":"2021 4th International Conference on Information and Computer Technologies (ICICT)","volume":"88 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123581237","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: 2

Retinal Image Analysis to Detect Neovascularization using Deep Segmentation 基于深度分割的视网膜图像分析检测新生血管

2021 4th International Conference on Information and Computer Technologies (ICICT) Pub Date : 2021-03-01 DOI: 10.1109/ICICT52872.2021.00026

Muhammad Zubair Khan, Yugyung Lee

{"title":"Retinal Image Analysis to Detect Neovascularization using Deep Segmentation","authors":"Muhammad Zubair Khan, Yugyung Lee","doi":"10.1109/ICICT52872.2021.00026","DOIUrl":"https://doi.org/10.1109/ICICT52872.2021.00026","url":null,"abstract":"The retina has a significant role in early detection of sight-threatening disease symptoms. Most of the ocular complications manifest themselves in retina. The extraction of useful information from this vital resource is a critical task. The recent advancement in artificial intelligence has opened ways to provide rapid assistance in detecting ocular disorders through retinal images. In this article, we have proposed a vessels segmentation model for the early detection of neovascularization. It is a common symptom for patients facing chronic diabetic retinopathy. In neovascularization, the tiny vessels are produced that gets block over time with an extensive amount of sugar content in human blood. The detection of newly formatted tiny blood vessels needs a precise vessels extraction system. Our model has shown promising results on a publicly available retinal image dataset. It has achieved the highest accuracy of 0.9554 with 0.9780 AUC. The underlying research is an effort to produce automated disease detection system. The core function of the proposed system is to analyze the structural variation in vessels of subjects experiencing ocular disease symptoms and to reduce the risk of blindness through early diagnosis.","PeriodicalId":359456,"journal":{"name":"2021 4th International Conference on Information and Computer Technologies (ICICT)","volume":"9 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125273901","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: 2

Sentiment Analysis of Local College in the Philippines using Facebook Posts towards Good Governance: A Framework Proposal 菲律宾地方大学使用Facebook贴文进行善治的情绪分析:一个框架建议

2021 4th International Conference on Information and Computer Technologies (ICICT) Pub Date : 2021-03-01 DOI: 10.1109/ICICT52872.2021.00015

Regina Garcia Almonte, Carlo R. Malizon, M. Montano, Jascelynn Olimpiada

引用次数: 0

Graph Representation of Road Network for Mobility-Impaired Persons 行动障碍者道路网络的图形表示

2021 4th International Conference on Information and Computer Technologies (ICICT) Pub Date : 2021-03-01 DOI: 10.1109/ICICT52872.2021.00039

Bernard H. Ugalde, A. Vinluan, J. Carpio

{"title":"Graph Representation of Road Network for Mobility-Impaired Persons","authors":"Bernard H. Ugalde, A. Vinluan, J. Carpio","doi":"10.1109/ICICT52872.2021.00039","DOIUrl":"https://doi.org/10.1109/ICICT52872.2021.00039","url":null,"abstract":"One of the recurring issues mobility-impaired persons have to deal with is traveling alone in a wheelchair blindly without prior information regarding the accessibility of the planned route. Ordinary people usually choose the shortest path, but people with ambulant disabilities may prefer a longer route that does not include an uphill. The purpose of this paper is to extract the graph representation for people with reduced mobility across Baguio's Central Business District. The PWD ramps and wheelchair passable drop curbs were located with a smartphone GPS. Google Maps was used to verify the coordinates. The road distance was calculated using the Haversine formula as verified using Google Earth. The Lavene's Test for equality of variances and T-test of equality of means were used to check the significant difference between the derived values against Google's data. The derived latitude and longitude using a mobile phone's GPS did not differ significantly from the Google Maps coordinates. Moreover, the study showed that the calculated road distance using the Haversine formula did not vary considerably from the Google Earth distance. As such, the study aims to provide time and safety benefits by presenting a novel model representing the road network as a graph for mobility-impaired persons.","PeriodicalId":359456,"journal":{"name":"2021 4th International Conference on Information and Computer Technologies (ICICT)","volume":"51 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124424922","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: 4

Digital Forensics and Incident Response (DFIR) Challenges in IoT Platforms 物联网平台中的数字取证和事件响应(DFIR)挑战

2021 4th International Conference on Information and Computer Technologies (ICICT) Pub Date : 2021-03-01 DOI: 10.1109/ICICT52872.2021.00040

Cornelius Itodo, Said Varlioglu, Nelly Elsayed

引用次数: 4

Incorporating Compiler Optimization in Software Estimation for FPGA-based Embedded Processors* 结合编译器优化的fpga嵌入式处理器软件估计*

2021 4th International Conference on Information and Computer Technologies (ICICT) Pub Date : 2021-03-01 DOI: 10.1109/ICICT52872.2021.00030

Deshya Wijesundera, Thilina Perera, Dilina Dehigama, T. Srikanthan

{"title":"Incorporating Compiler Optimization in Software Estimation for FPGA-based Embedded Processors*","authors":"Deshya Wijesundera, Thilina Perera, Dilina Dehigama, T. Srikanthan","doi":"10.1109/ICICT52872.2021.00030","DOIUrl":"https://doi.org/10.1109/ICICT52872.2021.00030","url":null,"abstract":"The embedded processors beside the traditional FPGA fabric in FPGA-based System-on-Chip (SoC) devices make them an attractive alternative for realizing the software portions of the application while using the FPGA fabric for hardware acceleration. Traditional performance evaluation of applications on these embedded processors require design expertise and costly commercial tools or hardware for each processor. Thus, software based performance estimation techniques that eliminate these requirements are considered a viable alternative. However, estimation techniques which can be applied across different embedded processors do not account for compiler optimizations. This paper proposes a framework for software estimation of embedded processors that incorporates compiler optimizations. The proposed technique relies on a neural network estimation model instead of FPGA synthesis and execution-based techniques, that necessitates costly commercial tools and hardware, and does not require design expertise. Experimental evaluations on the Intel Nios II processor show an average accuracy of 92.5% with a R2 value of 0.9977 for the neural network, which highlights the suitability of the proposed technique.","PeriodicalId":359456,"journal":{"name":"2021 4th International Conference on Information and Computer Technologies (ICICT)","volume":"31 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132842388","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

Deep Space Relay Resource Planning Model Based on Sliding Time Window 基于滑动时间窗的深空中继资源规划模型

2021 4th International Conference on Information and Computer Technologies (ICICT) Pub Date : 2021-03-01 DOI: 10.1109/ICICT52872.2021.00037

Xin Liu, Jiangtao Fei, Shuang Liang, Pengde Ma, Xiaoping Li, Jungang Chen, Zhen Zhang

{"title":"Deep Space Relay Resource Planning Model Based on Sliding Time Window","authors":"Xin Liu, Jiangtao Fei, Shuang Liang, Pengde Ma, Xiaoping Li, Jungang Chen, Zhen Zhang","doi":"10.1109/ICICT52872.2021.00037","DOIUrl":"https://doi.org/10.1109/ICICT52872.2021.00037","url":null,"abstract":"When a deep space probe enters into the back of the celestial body, it cannot directly communicate with the earth for TT&C (Telemetry, Tracking & Control) and data transmission. As a transfer station for communication between the earth TT &C station and the deep space probe, the deep space satellite realizes all-weather data transmission between the earth and deep space probe. Because of the exclusivity of the deep space relay satellite communication link, several deep space probes compete for relay resources. Aiming at the problem of relay resource planning for deep space probes, this paper proposes a deep space relay resource planning algorithm based on sliding time window, designs hierarchical planning and scheduling architecture of relay resources, and realizes automatic planning and allocation of relay resources and unified scheduling and management. The practical application results show that the algorithm can meet the requirements of resource planning for celestial backside exploration tasks, improve the efficiency of resource allocation and reduce the rate of resource fragmentation.","PeriodicalId":359456,"journal":{"name":"2021 4th International Conference on Information and Computer Technologies (ICICT)","volume":"75 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123965884","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

Effect of JPEG compression on Sensor-based Image Forensics JPEG压缩对基于传感器的图像取证的影响

2021 4th International Conference on Information and Computer Technologies (ICICT) Pub Date : 2021-03-01 DOI: 10.1109/ICICT52872.2021.00025

S. Chakraborty

引用次数: 0

Functional Hazard Analysis for Engineering Safe Software Requirements 工程安全软件需求的功能危害分析

2021 4th International Conference on Information and Computer Technologies (ICICT) Pub Date : 2021-03-01 DOI: 10.1109/ICICT52872.2021.00031

V. N. Tran, L. Tran, V. Tran

引用次数: 2

Digital Gate: Automotive Gateway to Automation Platforms 数字门:通往自动化平台的汽车网关

2021 4th International Conference on Information and Computer Technologies (ICICT) Pub Date : 2021-03-01 DOI: 10.1109/ICICT52872.2021.00036

Abdelrahman M. Ezz, Ashraf Nabil, Waleed Ali, Mohammed Abdou, Mark Azer, Ibrahim Farag, Motaz Agamawi

{"title":"Digital Gate: Automotive Gateway to Automation Platforms","authors":"Abdelrahman M. Ezz, Ashraf Nabil, Waleed Ali, Mohammed Abdou, Mark Azer, Ibrahim Farag, Motaz Agamawi","doi":"10.1109/ICICT52872.2021.00036","DOIUrl":"https://doi.org/10.1109/ICICT52872.2021.00036","url":null,"abstract":"Technology is evolving aggressively everyday around us in different domains. In addition, IoT is being involved in different fields to facilitate people's daily life routines with the help of trigger-action platforms (such as Zapier, IFTTT, Integromat, etc.). These platforms help end-users create a set of workflows that integrate various devices. On the other hand, the proliferation of sensors mounted on vehicles nowadays produced huge data from cars, yet not fully utilized. Recently vehicles' industry incorporated more technologies to increase connectivity, thus increasing the level of comfort and luxury, This paper explores and presents the Digital Gate system and its advantages. Digital Gate system aims to connect the vehicle's network (including CAN, Flexray, Ethernet, etc.) to cloud computation platforms as well as to the automation platforms and vice versa. Moreover, Digital Gate system provides the capability of creating proof of concepts (POCs) and prototypes for automotive developers. Also, it facilitates and accelerate the development cycle.","PeriodicalId":359456,"journal":{"name":"2021 4th International Conference on Information and Computer Technologies (ICICT)","volume":"6 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123051638","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