Human Activity Detection System For surveillance Using Artificial Intelligence (AI)

e> The aims of Human Activity Detection System is to identify the irregular and suspicious activity and help the authority to react immediately when such activities is detected by using Aritifical Intelligence. It will categories the data into three classes. 1.safe

2025-06-28 16:32:57 - Adil Khan

Project Title

Human Activity Detection System For surveillance Using Artificial Intelligence (AI)

Project Area of Specialization Artificial IntelligenceProject Summary                                                             Human Activity Detection System                                                                                                                                   Better Secuirty Better World
   The aims of Human Activity Detection System is to identify the irregular and suspicious activity and help the authority to react immediately when such activities is detected by using Aritifical Intelligence. It will categories the data into three classes.

1.safe

2.suspicious

3.criminal.

The safe activity involves standing, walking, laying, sitting etc.

Suspicious activity involves fighting or irregular activities and criminal activity involves criminal activities as shown in figure1.  

Figure 1

The prototype module consist of two components such as hardware and software. The hardware component consist of smart machine with surveillance camera which will be used to detect the humans and analyze their activity by using software component such as tensorflow, keras and openCv etc. During activity analyze if any suspicious and criminal activity is detected the system will send the report directly on the server so the authority can react immediately.

Project Objectives The Objective is to design smart system that observe the human activities frames by frames through cctv camera to see if there is any criminal activity and fighting  detected it will notify to the nearest police station Human Activity Detection System For surveillance Using Artificial Intelligence (AI) _1582923608.png Project Implementation Method                                                                   Implementation Method
  1.  Gathering the image datasets of walking ,sitting,jumping, fighting, and weapons "https://github.com/satiety/fight-detection-surv-dataset"

  2. Train the model by using dataset ( We are using Openpose Algorithm).

Example of Openpose Algorithm

        3.  Testing the model 

Human Activity Detection System For surveillance Using Artificial Intelligence (AI) _1582923611.png

Benefits of the Project Technical Details of Final Deliverable
  1. safe
  2. suspicious
  3. Criminal
Final Deliverable of the Project HW/SW integrated systemCore Industry SecurityOther Industries IT Core Technology Artificial Intelligence(AI)Other Technologies Artificial Intelligence(AI), Internet of Things (IoT)Sustainable Development Goals Sustainable Cities and Communities, Life on Land, Peace and Justice Strong InstitutionsRequired Resources
Item Name Type No. of Units Per Unit Cost (in Rs) Total (in Rs)
Total in (Rs) 26500
Nvida Grpahc card Equipment12500025000
Camera Miscellaneous 115001500

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