Unusual Human Activity in Real Time Environment

Project Title

Unusual Human Activity in Real Time Environment

Project Area of Specialization Artificial IntelligenceProject Summary

• Due to exponential increase in crime rate, surveillance systems are being put up in malls, stations, schools, airports etc.
• With the videos being captured 24x7 from these cameras, it is difficult to manually monitor them to detect suspicious activities. So, there is a great demand for intelligent surveillance system.
• The proposed work automatically detects multiple suspicious activities in videos.
• Detecting the suspicious activities from videos is very challenging due to environment conditions, illumination conditions and working status of capturing cameras.

Project Objectives

• Propose an automated system for efficient unusual human activities detection in real-time.
• Make this useful for smart city environment.
• Multiple suspicious detection in real-time.
• Make this useful for outdoor and indoor environment.

Project Implementation Method

Our system proposed is consisted of following parts

• Research and Literature review
• Training
• Testing and Validations

In the first part, the system is trained using training technique and algorithms. Afterwards this trained model distinguishes the suspicious activity from the given video. After that it will make a decision that this is activity suspicious or any other. On the basis of that decision and display it on screen and turns on the alarm.

Benefits of the Project

This project provide the following benefits

• Reduces crime rate in malls, stations, schools, airports etc.
• Effective Surveillance can help prevent shoplifting & theft.
• An increased Sense of Security.

Technical Details of Final Deliverable

• Actually what we have done and planned to submitt on the given time is that first we have collect the data set which we are made.
• Than we use pre-trained model to train our images on the Machine.
• After training the images then we move toward the videos and check the accuracy. The accuraccy must be above 80%.
• Then we made graphical user interface(GUI).

Final Deliverable of the Project HW/SW integrated systemCore Industry SecurityOther Industries Others Core Technology Artificial Intelligence(AI)Other Technologies Artificial Intelligence(AI)Sustainable Development Goals Decent Work and Economic Growth, Industry, Innovation and Infrastructure, Peace and Justice Strong InstitutionsRequired Resources

Item Name	Type	No. of Units	Per Unit Cost (in Rs)	Total (in Rs)
			Total in (Rs)	34300
IP Camera	Equipment	2	3500	7000
Standee for open Hous	Miscellaneous	1	750	750
Poster of FYP for Standee	Miscellaneous	1	300	300
Project Report	Miscellaneous	3	750	2250
Additional GPU	Equipment	1	18000	18000
Paper Publication Fee	Miscellaneous	1	6000	6000