Access Control System with Face Recognition (FR) and Automatic Number Plate Recognition (ANPR)
Betalt ved levering
The primary objective of this project is to facilitate access for individuals and vehicles through automatic detection and validation using Face Recognition (FR) and Automatic Number Plate Recognition (ANPR) technologies.
Software Development Features
The software to be developed will include the following features:
The system will be developed on the Ubuntu operating system.
Access Control System Assumptions:
The system will detect faces or number plates from a database and either accept or reject access based on matches with stored data.
The system will support searching a database containing up to 5000 unique faces and 2000 number plates.
The software PoC will be installed on a PC with the following specifications:
Processor: Intel Core i7
Storage: 512GB SSD
Later on we need to develop a cost effective hardware to manage this.
4 to 6 IP cameras will be connected to the PC for image and video capture.
Recognition Result Handling:
Recognition results will be displayed as a popup for real-time feedback.
Results will also be stored in a file for consumption by another system or process.
Utilize the Retinaface algorithm for face detection.
Implement the Arcface algorithm for identifying detected faces.
Internal storage will be used for housing the algorithm libraries.
Number Plate Recognition:
Use a pretrained deep learning model of ANPR software for detecting and reading the contents from number plates.
Capture and store tenant information, including name, house number, mobile number, and number of occupants.
Vehicle Plate Number Details:
Manage vehicle plate numbers, including add, delete, and edit functionality.
The dashboard will provide an overview of the following details:
Number of vehicles in/out.
Incoming and outgoing traffic data.
Peak traffic times.
This comprehensive Access Control System aims to enhance security and efficiency by implementing advanced Face Recognition and Automatic Number Plate Recognition technologies. The system will be feature-rich, supporting user registration for both faces and vehicle plate numbers, and providing insightful dashboard data for effective monitoring and management.
Freelancers with prior experience with FR / ANPR only need to quote. For those who are familiar with FR / ANPR software it is a simple project.
Projekt ID: #37497980
52 freelancere byder i gennemsnit $567 timen for dette job
Hi, I have done LPR and FR projects previously. Could you send me some sample videos to see the resolution. We can also use YOLO more recent versions which are faster and lighter for detection.