Established 24 Nov 2023
Team aimodelplace.com

Develop an AI model capable of accurately extracting odometer mileage or number of liters

Project & Role Scope

Task Description:
Develop an AI model capable of accurately extracting odometer mileage or number of liters with fuel price readings from images of vehicle dashboards. The model should be able to identify and interpret the numeric values displayed on the odometer irrespective of variations in image quality, formats, and environmental conditions.

Functional Requirements:

Image Input: The model should accept a variety of image formats (JPEG, PNG, etc.) commonly used for capturing dashboard displays.
Preprocessing: Implement preprocessing techniques to enhance image quality, normalize brightness, and account for variations in perspective and orientation.
Object Detection: Identify and locate the odometer within the dashboard image, ensuring it captures the odometer display accurately.
OCR Capability: Implement Optical Character Recognition (OCR) to accurately recognize and extract numeric characters from the odometer display.
Accuracy and Precision: The model should achieve high accuracy in reading and interpreting the odometer reading, minimizing errors in digit recognition and ensuring precision in reading even in challenging conditions (low light, glare, distorted angles, etc.).
Scalability: The model should be scalable and able to process a wide range of image qualities and vehicle types.
Deployment: The model should have the ability to
Deployed in a remote server and connect to it over HTTP request.
Deployed with android apps like TF models.


Non-functional Requirements:

Performance: The model should process images within a reasonable time frame to ensure practical use.
Robustness: It should be robust enough to handle variations in odometer designs, fonts, and backgrounds.
Privacy and Security: Ensure that the model does not store or misuse images and data extracted from them. Prioritize user data privacy and security.
User Interface (Optional): If applicable, consider creating a user-friendly interface for easy integration or use of the model.

Reference = Upwork , Link =https://www.upwork.com/freelance-jobs/apply/Develop-model-capable-accurately-extracting-odometer-mileage-number-liters_~010b31966d3abba990/



Allocated Budget / Compensation
$100000min
$200000max