Assessfy Pvt. Ltd Moderate 5 milestones 100 marks

License Plate Recognition for Indian Vehicles

Target year: TE Sem 5-6 (Mini-Project-IIA/IIB) AICTE: 3 credits · ~75 hrs Bloom: Analyze MU CBCS: CSC602/CSC702 Mini-Project 2A/2B Powered by: AI Products Factory

Real-world project · AICTE-aligned · AI-graded · Audit-ready certificate

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About this project

Build a real-time license plate recognition pipeline for Indian vehicles. Detect the plate region using YOLOv8, OCR the alphanumeric code using EasyOCR, and validate against the Indian plate format (e.g. MH02-AB-1234). Use case: society/parking automation, toll booth automation, traffic-violation detection.

Course Learning Outcomes (CLOs):
CLO1: Apply YOLO object detection on a custom dataset.
CLO2: Implement OCR on cropped license-plate regions.
CLO3: Validate output against the Indian state-code regex pattern.
CLO4: Process real-time video streams with bounded latency.
CLO5: Evaluate accuracy on day + night + rain conditions.

Industry/societal relevance: Indian society parking automation is a ₹500cr market (NHAI tolls + private gated communities). Direct B2B for housing societies + corporate parking. Companies hiring: Hayagriva, ParkSmart, Get My Parking, Park+

Milestones

1. Dataset + Plate Format Spec

10 marks 7d

Download Indian plate dataset (Roboflow). Document state-code regex: ^[A-Z]{2}\d{2}[A-Z]{1,2}\d{4}$

2. YOLO Plate Detection

25 marks 18d

Fine-tune YOLOv8-nano on dataset. mAP@0.5 target ≥ 85%. Save weights.

3. OCR on Cropped Plates

20 marks 14d

Run EasyOCR on each detected crop. Handle multi-line plates. Filter by regex.

4. Video Pipeline + Streamlit

25 marks 18d

Run on a 60-sec test video at 15 FPS. Streamlit dashboard shows detections + log.

5. Robustness Test + Report

20 marks 18d

Test on 3 conditions (day clear / night / rain). Accuracy per condition. 8-page report.

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License Plate Recognition for Indian Vehicles

AI Products Factory · Remote · 12w

Certificate of Completion 2 of 2 seats

License-plate recognition for an Indian parking + toll-automation pilot. You will own the detection + OCR + tracking pipeline tuned for Indian plate variants...

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Skills you'll learn

Computer VisionObject Detection (YOLOv8)OCR (EasyOCR)PythonOpenCVRegex validationReal-time video processingMOT (multi-object tracking) basics

Tools used

Python 3.11Ultralytics YOLOv8EasyOCROpenCVStreamlitsample Indian plate dataset (Roboflow has one)GitHub

Prerequisites

Python intermediate; intro to deep learning + object detection; comfort with OpenCV

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License Plate Recognition for Indian Vehicles

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