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Author

Jayash Verma

Bio: Jayash Verma is an academic researcher from National Institute of Technology, Hamirpur. The author has co-authored 1 publications.

Papers
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Book ChapterDOI
05 Sep 2020
TL;DR: A thorough study of making of an efficient surveillance system along with a feature of automatically informing the owner about the suspicious movement, finding that faster RCNN is much accurate than the other conventional methods.
Abstract: The present document represents a thorough study of the making of an efficient surveillance system along with a feature of automatically informing the owner about the suspicious movement. In this moving world, normally people are suffering from the availability of time, so if any crime has happened at the site, it will take many days of searching for finding the actual presence of criminals, and thus a good chance for those burglars to flee away to protect themselves. For making the task possible, chose Python as the weapon for this battle and used different efficient techniques like COCO dataset for getting labeled and annotated images, LabelImg for making the annotation set of images, TensorFlow, object detection API for object detection and faster RCNN for training as faster RCNN has shown the highest accuracy for the COCO dataset so far. The owner can be informed in two ways: Either send a message to him via mail or phone or call at the time of suspicious image capturing. Here, both of these cases are used: For mail, the task is done via SMTP and for phone calls Twilio is used which provides us registered phone no. and can make both outbound and inbound calls. After using all the mentioned things and making the model in a way described above, it was found that faster RCNN is much more accurate than the other conventional methods. The results have been very well as RCNN show 86.7% accuracy and 100% has come out with the informing module as there simply the mail will be sent to the one whose mail is given in the code and the same is for Twilio calling.

2 citations


Cited by
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Proceedings ArticleDOI
08 Feb 2023
TL;DR: In this paper , the authors proposed a model to build an intelligent automation and security system that would provide state-of-the-art security such as intruder detection, fire and gas detection, Vibration and Sound Detection, live feed, and many smart home features such as Plant Monitoring, Temperature Monitoring, Appliance control, and Voice control features.
Abstract: The rise of IoT has been playing a very important role in every aspect of our everyday lives in a world where modern technology is developing quickly. With the smart features inherited from automation, it has played a crucial role in the home automation and security industries and significantly facilitated our way of life. Wi-Fi-based wireless home automation is designed and implemented to manage devices with built-in security and protection systems. The modern lifestyle of individuals calls for everything that this home automation provides. The main intent of this work is to allow the user to easily operate their house from any of its corners. One of the main concerns for homes in the Modern World is the threat of property intrusion and burglary. New technologies such as the Internet of things have provided us with the perfect solution to tackle this problem. The objective of this proposed model is to build an Intelligent Automation and Security System that would provide state-of-the-art security such as intruder detection, Fire and Gas Detection, Vibration and Sound Detection, live feed, and many smart home features such as Plant Monitoring, Temperature Monitoring, Appliance control, and Voice control features.
Proceedings ArticleDOI
08 Feb 2023
TL;DR: In this article , the authors proposed an Intelligent Automation and Security System that would provide state-of-the-art security such as intruder detection, fire and gas detection, Vibration and Sound Detection, live feed, and many smart home features such as Plant Monitoring, Temperature Monitoring, Appliance control, and Voice control features.
Abstract: The rise of IoT has been playing a very important role in every aspect of our everyday lives in a world where modern technology is developing quickly. With the smart features inherited from automation, it has played a crucial role in the home automation and security industries and significantly facilitated our way of life. Wi-Fi-based wireless home automation is designed and implemented to manage devices with built-in security and protection systems. The modern lifestyle of individuals calls for everything that this home automation provides. The main intent of this work is to allow the user to easily operate their house from any of its corners. One of the main concerns for homes in the Modern World is the threat of property intrusion and burglary. New technologies such as the Internet of things have provided us with the perfect solution to tackle this problem. The objective of this proposed model is to build an Intelligent Automation and Security System that would provide state-of-the-art security such as intruder detection, Fire and Gas Detection, Vibration and Sound Detection, live feed, and many smart home features such as Plant Monitoring, Temperature Monitoring, Appliance control, and Voice control features.