Pub Date : 2020-09-01DOI: 10.1109/IEMTRONICS51293.2020.9216445
Abhirup Sinha
Information technology has become a part of day to day life. In every part of day to day information technology has its intervention. Government activities and services are also part of this digital revolution. Many of the Governments around the world had already provided the services in digital form and some are in the process of change. That means the services offered by Government are available through web-applications and websites and users do not go to physical offices to avail these services. These users include those as well who are differently abled and need specific help to perform tasks. These disabled users are mostly ignored while developing digital applications. So, there are lot of websites where these specially challenged people are not able to do usual work as per expectation. This study evaluates Web Accessibility compliance and provides over all report on how Government of India’s websites are developed to handle World Wide Web Consortium’s Web Accessibility standard. Here reports have been generated based on tools and Web Content Accessibility Guideline (WCAG) 2.0 are followed. After analyzing accessibility scores and issues, the result says, websites of government of India still need lot of improvement to reach standard web accessibility standard.
{"title":"Web Accessibility Analysis on Government of India Websites based on WCAG","authors":"Abhirup Sinha","doi":"10.1109/IEMTRONICS51293.2020.9216445","DOIUrl":"https://doi.org/10.1109/IEMTRONICS51293.2020.9216445","url":null,"abstract":"Information technology has become a part of day to day life. In every part of day to day information technology has its intervention. Government activities and services are also part of this digital revolution. Many of the Governments around the world had already provided the services in digital form and some are in the process of change. That means the services offered by Government are available through web-applications and websites and users do not go to physical offices to avail these services. These users include those as well who are differently abled and need specific help to perform tasks. These disabled users are mostly ignored while developing digital applications. So, there are lot of websites where these specially challenged people are not able to do usual work as per expectation. This study evaluates Web Accessibility compliance and provides over all report on how Government of India’s websites are developed to handle World Wide Web Consortium’s Web Accessibility standard. Here reports have been generated based on tools and Web Content Accessibility Guideline (WCAG) 2.0 are followed. After analyzing accessibility scores and issues, the result says, websites of government of India still need lot of improvement to reach standard web accessibility standard.","PeriodicalId":269697,"journal":{"name":"2020 IEEE International IOT, Electronics and Mechatronics Conference (IEMTRONICS)","volume":"47 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116989292","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 : 2020-09-01DOI: 10.1109/IEMTRONICS51293.2020.9216401
Phule Anish Sunil, Soumik Dey, Sukomal Dey
This paper presents a wide band six port network (SPN) with two input ports and four out ports. The designed network consists of conventional wideband Lange couplers and a Wilkinson power divider having features of out of band harmonic suppression over a wide frequency. Operation band of the SPN extends from 2.3 - 4.0 GHz covering IEEE 802.11 WLAN band at 2.4 GHz and sub-6 GHz band from 3.3 - 3.8 GHz for 5G application. A good matching at the input ports are achieved with return loss of better than 20 dB for the entire frequency range with minimum isolation between the ports is 12 dB. At frequency 3.5 GHz the output powers at the four ports are -5.56 dB, -5.47 dB, -7.07 dB, -7.16 dB with input at port-1 and the powers are -6.05 dB, -7.8 dB, -5.02 dB, -6.56 dB with input at port-2. Differential phase between two adjacent output ports are ± 90 degree.
{"title":"Compact Six-Port Network Using Lange Coupler For Sub-6 GHz Fifth Generation Communication","authors":"Phule Anish Sunil, Soumik Dey, Sukomal Dey","doi":"10.1109/IEMTRONICS51293.2020.9216401","DOIUrl":"https://doi.org/10.1109/IEMTRONICS51293.2020.9216401","url":null,"abstract":"This paper presents a wide band six port network (SPN) with two input ports and four out ports. The designed network consists of conventional wideband Lange couplers and a Wilkinson power divider having features of out of band harmonic suppression over a wide frequency. Operation band of the SPN extends from 2.3 - 4.0 GHz covering IEEE 802.11 WLAN band at 2.4 GHz and sub-6 GHz band from 3.3 - 3.8 GHz for 5G application. A good matching at the input ports are achieved with return loss of better than 20 dB for the entire frequency range with minimum isolation between the ports is 12 dB. At frequency 3.5 GHz the output powers at the four ports are -5.56 dB, -5.47 dB, -7.07 dB, -7.16 dB with input at port-1 and the powers are -6.05 dB, -7.8 dB, -5.02 dB, -6.56 dB with input at port-2. Differential phase between two adjacent output ports are ± 90 degree.","PeriodicalId":269697,"journal":{"name":"2020 IEEE International IOT, Electronics and Mechatronics Conference (IEMTRONICS)","volume":"8 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134534687","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 : 2020-09-01DOI: 10.1109/IEMTRONICS51293.2020.9216374
Lippter Li, Kutub Thakur, M. Ali
Technology and methods on cyberattack and strategy on cybersecurity always develop simultaneously. Once a knotty method of cyberattack has been created, information security specialists always react immediately and come up with a new security system that can prevent and eliminate the attack. Then, the hacker will try to find bugs from the system and perform alternative attacks. The war on security just never ends. The article tries to conclude our current information security environment and frontier battleground. The article is focused on some specific techniques such as machine learning and neural networks along with their applications on both the cyberattack side and cybersecurity side. The future predictions are made on how A.I. technology may change the current situation on information security. How attackers may use these technologies to steal user privacy and how a current security system should adapt to the evolution of cyberattack. Google has announced the realization of quantum supremacy on a quantum computer. As known, a quantum computer can solve problems required years with a current computer in seconds. This can be catastrophic to modern cryptology. The article discusses the problem and introduces potential reconstruction solutions on encryption. The ultimate goal of the article is to discuss the potentials with modern technology on information security and alarm people to be aware of these risks, also making predictions on how the future of information security will be like.
{"title":"Potential Development on Cyberattack and Prospect Analysis for Cybersecurity","authors":"Lippter Li, Kutub Thakur, M. Ali","doi":"10.1109/IEMTRONICS51293.2020.9216374","DOIUrl":"https://doi.org/10.1109/IEMTRONICS51293.2020.9216374","url":null,"abstract":"Technology and methods on cyberattack and strategy on cybersecurity always develop simultaneously. Once a knotty method of cyberattack has been created, information security specialists always react immediately and come up with a new security system that can prevent and eliminate the attack. Then, the hacker will try to find bugs from the system and perform alternative attacks. The war on security just never ends. The article tries to conclude our current information security environment and frontier battleground. The article is focused on some specific techniques such as machine learning and neural networks along with their applications on both the cyberattack side and cybersecurity side. The future predictions are made on how A.I. technology may change the current situation on information security. How attackers may use these technologies to steal user privacy and how a current security system should adapt to the evolution of cyberattack. Google has announced the realization of quantum supremacy on a quantum computer. As known, a quantum computer can solve problems required years with a current computer in seconds. This can be catastrophic to modern cryptology. The article discusses the problem and introduces potential reconstruction solutions on encryption. The ultimate goal of the article is to discuss the potentials with modern technology on information security and alarm people to be aware of these risks, also making predictions on how the future of information security will be like.","PeriodicalId":269697,"journal":{"name":"2020 IEEE International IOT, Electronics and Mechatronics Conference (IEMTRONICS)","volume":"20 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133469374","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 : 2020-09-01DOI: 10.1109/IEMTRONICS51293.2020.9216427
Toni Pano, R. Kashef
The coronavirus disease 2019 (COVID-19) outbreak has created a great challenge for many industries, including healthcare systems, E-commerce, and transportation. Cryptocurrencies, such as Bitcoin (BTC), is an alternative class of digital assets primarily used as a medium of exchange. In the financial market, data collected from social media such as tweets, posts, and can assist in an early indication of market sentiment. This has frequently been conducted on Twitter data. In particular, this paper provides a corpus of tweet text for Bitcoin-related tweets during the summer of the COVID-19 era. This dataset is publicly available covering a considerable period of roughly three months, to allow people with a similar interest in Twitter, Bitcoin, sentiment analysis, and the financial sector to perform research unimpeded.
{"title":"A Corpus of BTC Tweets in the Era of COVID-19","authors":"Toni Pano, R. Kashef","doi":"10.1109/IEMTRONICS51293.2020.9216427","DOIUrl":"https://doi.org/10.1109/IEMTRONICS51293.2020.9216427","url":null,"abstract":"The coronavirus disease 2019 (COVID-19) outbreak has created a great challenge for many industries, including healthcare systems, E-commerce, and transportation. Cryptocurrencies, such as Bitcoin (BTC), is an alternative class of digital assets primarily used as a medium of exchange. In the financial market, data collected from social media such as tweets, posts, and can assist in an early indication of market sentiment. This has frequently been conducted on Twitter data. In particular, this paper provides a corpus of tweet text for Bitcoin-related tweets during the summer of the COVID-19 era. This dataset is publicly available covering a considerable period of roughly three months, to allow people with a similar interest in Twitter, Bitcoin, sentiment analysis, and the financial sector to perform research unimpeded.","PeriodicalId":269697,"journal":{"name":"2020 IEEE International IOT, Electronics and Mechatronics Conference (IEMTRONICS)","volume":"556 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116276472","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 : 2020-09-01DOI: 10.1109/IEMTRONICS51293.2020.9216351
M. Bogdanoff, Shahab Tayeb
In this paper, an inexpensive and user-friendly agriculture automation system is proposed by networking a collection of sensors and actuators to sense the moisture content of the soil and control the water valves for multiple irrigation zones. Using freely available frequencies in the Industrial, Scientific, and Medical (ISM) bands, multiple sensors and actuators can be networked to communicate with one another without the need to pay for subscriptions to existing cellular networks. Each sensor and actuator connect to a central communication node which connects the end-user to the sensors and actuators through a cloud server. The proposed system can act as a base for large-scale smart agriculture deployments.
{"title":"An ISM-Band Automated Irrigation System for Agriculture IoT","authors":"M. Bogdanoff, Shahab Tayeb","doi":"10.1109/IEMTRONICS51293.2020.9216351","DOIUrl":"https://doi.org/10.1109/IEMTRONICS51293.2020.9216351","url":null,"abstract":"In this paper, an inexpensive and user-friendly agriculture automation system is proposed by networking a collection of sensors and actuators to sense the moisture content of the soil and control the water valves for multiple irrigation zones. Using freely available frequencies in the Industrial, Scientific, and Medical (ISM) bands, multiple sensors and actuators can be networked to communicate with one another without the need to pay for subscriptions to existing cellular networks. Each sensor and actuator connect to a central communication node which connects the end-user to the sensors and actuators through a cloud server. The proposed system can act as a base for large-scale smart agriculture deployments.","PeriodicalId":269697,"journal":{"name":"2020 IEEE International IOT, Electronics and Mechatronics Conference (IEMTRONICS)","volume":"7 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123909644","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 : 2020-09-01DOI: 10.1109/IEMTRONICS51293.2020.9216431
S. Chawathe
This paper addresses the task of using data from accelerometers attached to a person’s body to determine the kind of physical activity being performed by that person. The activities of interest are routine ones such as sitting, walking up a flight of stairs, walking, and jogging. The paper describes methods for segmenting the time-series data from accelerometers and for extracting features that are effective for determining activities when used in conjunction with well established classification algorithms. These methods are implemented in a prototype that is used to evaluate their effectiveness on a publicly available dataset of tagged accelerometer traces. The prototype also provides intuitive visualizations of the accelerometer traces, allowing a human expert to gain a better understanding of both the dataset and the predictions from the classifiers. Although the methods in this paper use fewer and simpler features extracted from the raw accelerometer data, they provide higher accuracies when compared to those reported in prior work on the experimental dataset.
{"title":"Detecting Physical Activities Using Body-Worn Accelerometers","authors":"S. Chawathe","doi":"10.1109/IEMTRONICS51293.2020.9216431","DOIUrl":"https://doi.org/10.1109/IEMTRONICS51293.2020.9216431","url":null,"abstract":"This paper addresses the task of using data from accelerometers attached to a person’s body to determine the kind of physical activity being performed by that person. The activities of interest are routine ones such as sitting, walking up a flight of stairs, walking, and jogging. The paper describes methods for segmenting the time-series data from accelerometers and for extracting features that are effective for determining activities when used in conjunction with well established classification algorithms. These methods are implemented in a prototype that is used to evaluate their effectiveness on a publicly available dataset of tagged accelerometer traces. The prototype also provides intuitive visualizations of the accelerometer traces, allowing a human expert to gain a better understanding of both the dataset and the predictions from the classifiers. Although the methods in this paper use fewer and simpler features extracted from the raw accelerometer data, they provide higher accuracies when compared to those reported in prior work on the experimental dataset.","PeriodicalId":269697,"journal":{"name":"2020 IEEE International IOT, Electronics and Mechatronics Conference (IEMTRONICS)","volume":"42 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125466021","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 : 2020-09-01DOI: 10.1109/IEMTRONICS51293.2020.9216402
A. Kabulov, I. Normatov, A. Seytov, A. Kudaybergenov
A mathematical model of the unsteady flow of water on sections of main canals by limited hydraulic structures has been developed. And also the statement of problems of optimal control of water distribution in the main canals is developed. A fundamental solution is obtained for a one-dimensional differential equation describing the unsteady movement of water in sections of main canals.
{"title":"Optimal Management of Water Resources in Large Main Canals with Cascade Pumping Stations","authors":"A. Kabulov, I. Normatov, A. Seytov, A. Kudaybergenov","doi":"10.1109/IEMTRONICS51293.2020.9216402","DOIUrl":"https://doi.org/10.1109/IEMTRONICS51293.2020.9216402","url":null,"abstract":"A mathematical model of the unsteady flow of water on sections of main canals by limited hydraulic structures has been developed. And also the statement of problems of optimal control of water distribution in the main canals is developed. A fundamental solution is obtained for a one-dimensional differential equation describing the unsteady movement of water in sections of main canals.","PeriodicalId":269697,"journal":{"name":"2020 IEEE International IOT, Electronics and Mechatronics Conference (IEMTRONICS)","volume":"10 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116892231","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 : 2020-09-01DOI: 10.1109/IEMTRONICS51293.2020.9216443
Antriksh Mangal, Anirudh Goyal, A. R. Kulkarni
With growing concerns over road traffic mismanagement and rampant untraced vehicle movement, it becomes imperative to deploy countermeasures. In this paper, we propose a solution for installation of contact-free road barricading system which employs motorized barricades and automatic vehicle e-pass authentication. To provide economical viability, the system is implemented using low cost hardware. Motorization is carried out using DC motor modulated by microcontroller and vehicle verification by computer vision techniques and scraping data from webpages of authorities governing road traffic.
{"title":"Design and Development of IOT Based Prototype Police Barricade","authors":"Antriksh Mangal, Anirudh Goyal, A. R. Kulkarni","doi":"10.1109/IEMTRONICS51293.2020.9216443","DOIUrl":"https://doi.org/10.1109/IEMTRONICS51293.2020.9216443","url":null,"abstract":"With growing concerns over road traffic mismanagement and rampant untraced vehicle movement, it becomes imperative to deploy countermeasures. In this paper, we propose a solution for installation of contact-free road barricading system which employs motorized barricades and automatic vehicle e-pass authentication. To provide economical viability, the system is implemented using low cost hardware. Motorization is carried out using DC motor modulated by microcontroller and vehicle verification by computer vision techniques and scraping data from webpages of authorities governing road traffic.","PeriodicalId":269697,"journal":{"name":"2020 IEEE International IOT, Electronics and Mechatronics Conference (IEMTRONICS)","volume":"51 3 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128850533","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 : 2020-09-01DOI: 10.1109/IEMTRONICS51293.2020.9216412
A. Zare, M. Iqbal
Growing energy cost and demand has motivated many organizations to achieve smart ways to monitor, control, and save energy. Smart automation can reduce costs while still satisfying energy demand. The residential, commercial, and industrial sectors can utilize the technologies of the Internet of Things (IoT) to manage energy consumption better. This paper presents a low-cost, open-source, and reliable Supervisory Control and Data Acquisition (SCADA) system for home monitoring and control system. The presented SCADA system consists of analog sensors, ESP32, Node-RED, and Message Queuing Telemetry Transport (MQTT) through local Wi-Fi to remotely access and control appliances. This system helps the users to monitor various conditions in the home, such as temperature, humidity, pressure, and light intensity. Thus, users can remotely monitor various devices such as lights, fans, heating/cooling systems, make decisions based on the feedback of sensors.
不断增长的能源成本和需求促使许多组织采用智能的方式来监控、控制和节约能源。智能自动化可以在满足能源需求的同时降低成本。住宅、商业和工业部门可以利用物联网(IoT)技术更好地管理能源消耗。本文提出了一种低成本、开源、可靠的家庭监控系统SCADA (Supervisory Control and Data Acquisition)。提出的SCADA系统由模拟传感器、ESP32、Node-RED和通过本地Wi-Fi远程访问和控制设备的消息队列遥测传输(MQTT)组成。该系统可以帮助用户监控家中的各种情况，如温度、湿度、压力和光照强度。因此，用户可以远程监控各种设备，如灯、风扇、加热/冷却系统，根据传感器的反馈做出决定。
{"title":"Low-Cost ESP32, Raspberry Pi, Node-Red, and MQTT Protocol Based SCADA System","authors":"A. Zare, M. Iqbal","doi":"10.1109/IEMTRONICS51293.2020.9216412","DOIUrl":"https://doi.org/10.1109/IEMTRONICS51293.2020.9216412","url":null,"abstract":"Growing energy cost and demand has motivated many organizations to achieve smart ways to monitor, control, and save energy. Smart automation can reduce costs while still satisfying energy demand. The residential, commercial, and industrial sectors can utilize the technologies of the Internet of Things (IoT) to manage energy consumption better. This paper presents a low-cost, open-source, and reliable Supervisory Control and Data Acquisition (SCADA) system for home monitoring and control system. The presented SCADA system consists of analog sensors, ESP32, Node-RED, and Message Queuing Telemetry Transport (MQTT) through local Wi-Fi to remotely access and control appliances. This system helps the users to monitor various conditions in the home, such as temperature, humidity, pressure, and light intensity. Thus, users can remotely monitor various devices such as lights, fans, heating/cooling systems, make decisions based on the feedback of sensors.","PeriodicalId":269697,"journal":{"name":"2020 IEEE International IOT, Electronics and Mechatronics Conference (IEMTRONICS)","volume":"16 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122193662","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 : 2020-09-01DOI: 10.1109/IEMTRONICS51293.2020.9216455
Q. A. Al-Haija, A. Adebanjo
Breast cancer disease is the second most common world cause of cancer death in women. However, the early diagnostics and detection can provide a significant chance for correct treatment and survival. In this work, we propose an accurate and inclusive computational breast cancer diagnosis framework using ResNet-50 convolutional neural network to classify histopathological microscopy images. The proposed model employs transfer learning technique of the powerful ResNet-50 CNN pretrained on ImageNet to train and classify BreakHis dataset into benign or malignant. The simulation results showed that our proposed model achieves exceptional classification accuracy of 99% outperforming other compared models trained on the same dataset.
{"title":"Breast Cancer Diagnosis in Histopathological Images Using ResNet-50 Convolutional Neural Network","authors":"Q. A. Al-Haija, A. Adebanjo","doi":"10.1109/IEMTRONICS51293.2020.9216455","DOIUrl":"https://doi.org/10.1109/IEMTRONICS51293.2020.9216455","url":null,"abstract":"Breast cancer disease is the second most common world cause of cancer death in women. However, the early diagnostics and detection can provide a significant chance for correct treatment and survival. In this work, we propose an accurate and inclusive computational breast cancer diagnosis framework using ResNet-50 convolutional neural network to classify histopathological microscopy images. The proposed model employs transfer learning technique of the powerful ResNet-50 CNN pretrained on ImageNet to train and classify BreakHis dataset into benign or malignant. The simulation results showed that our proposed model achieves exceptional classification accuracy of 99% outperforming other compared models trained on the same dataset.","PeriodicalId":269697,"journal":{"name":"2020 IEEE International IOT, Electronics and Mechatronics Conference (IEMTRONICS)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128489091","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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