Adil Khan 1 year ago
AdiKhanOfficial #FYP Ideas

Intelligent surveillance system

We are living in a world where everything is revolutionizing either if we are doing a simpler task as to study from home or the more complex one as to explore the galaxies, everything is bringing revolution and ease in it of itself. Similarly, the ways to maintain security is also revolutionizing. I

Project Title

Intelligent surveillance system

Project Area of Specialization

Artificial Intelligence

Project Summary

We are living in a world where everything is revolutionizing either if we are doing a simpler task as to study from home or the more complex one as to explore the galaxies, everything is bringing revolution and ease in it of itself. Similarly, the ways to maintain security is also revolutionizing. In the past we use to keep a dog at our door to detect the coming of an unknown person. Then the world enhanced a bit, and we made surveillance camera whose live stream video was constantly viewed by a person on a monitor screen and still it is in practice. Then everything started to become intelligent so as the surveillance cameras, without any human intervention, start to detect motion. Firstly, of anything and then of humans. The motion detection either works by using infrared radiation sensors or by advanced techniques like using computer vision algorithms. Still there was a problem of numerous notifications of motion sensing. A lot of which was based on the motion of a known person rather than a suspicious one. Thus, we came up with an idea to use deep learning techniques to train our model using computer vision algorithms and a large dataset of surveillance videos. So that it cannot only distinguish between a pet or a human motion but can also distinguish motion as a normal activity or a suspicious activity and can generate alarms only when the movement is suspected as unfavorable.

Project Objectives

Our first and main objective is to help secure an environment using the latest technology i.e. Neural Networks and deep learning. 

Our second objective is to bring ease in the lives of people by making them feel secure.

Project Implementation Method

  • The first step is to train the model to recognize object and label them as dog, human, car, truck etc. using CNN model.
  • The second step is to train the model to detect motion of human
  • The third main objective is to train the model to detect action and categorized those action into different categories using deep learning model e.g. running, walking etc.
  • Then to generate alarm when the activity category in undesirable as well as to start recording automatically so that the user can view what has happened and why was the alarm generated.
  • We need to connect the camera to our android mobile app.
  • All the functionality will be done using the attached RAM to the raspberry pi camera to save the battery of the mobile. Hence in the mobile only the alarms will be generated plus the live stream video and the recorded videos can be viewed.
  • Also, we will provide some functionality in the android app. Like the ability to record videos on a certain time and date.

Benefits of the Project

Clearly, while offering the essential features, today’s video surveillance system fails to provide the level of detail required to shift the security paradigm from “investigation to preemption”. Technologies for automated visual analysis will shift the video surveillance system of today from investigation to the preventive paradigm. Intelligent Surveillance Systems have a range of advantages over conventional video surveillance systems, including.

  • the ability to avoid incidents through real-time suspicious activity warnings.
  • enhanced forensic capability through content-based video retrieval.
  • situation awareness by mutual awareness of the location and behavior of objects in the space being monitored.

Technical Details of Final Deliverable

Final deliverable will be a system including an android app and a surveillance camera along with RAM and hard-drive for running of the system. 

Surveillance camera will be of rasberry pie. RAM and GPU card will also be needed. Heavy ROM for long term video storage will also be one of our deliveravle. 

Final Deliverable of the Project

Software System

Core Industry

Security

Other Industries

IT

Core Technology

Internet of Things (IoT)

Other Technologies

Artificial Intelligence(AI), NeuroTech

Sustainable Development Goals

Decent Work and Economic Growth, Peace and Justice Strong Institutions

Required Resources

Item Name Type No. of Units Per Unit Cost (in Rs) Total (in Rs)
90 Degree Angle Bracket Equipment140004000
USB Micro-B Cable - 6 Equipment1313313
#8 Wing Nut Equipment117651765
#8 Hex Nut Equipment1160160
#8 X 3/4 Equipment1160160
M2.5 Machine Screws Equipment1160160
M4 Hex Nuts Equipment1200200
M4 X 20mm Long Machine Screws Equipment1200200
Outdoor Mounting Tape Equipment1800800
1/4 Equipment122082208
Micro-USB t USB Cable (Generic) Equipment111151115
Adafruit Raspberry Pi Zero Camera Cable Equipment1955955
Raspberry Pi Camera Module Equipment138713871
Raspberry Pi Zero Wireless Equipment158365836
Graphic processing unit (GPU)(GEFORCE RTX 3090) Equipment14800048000
Total in (Rs) 69743
If you need this project, please contact me on contact@adikhanofficial.com
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