GitHub - arrafi-musabbir/license-plate-detection-recognition: benchmark of object detection algorithms for license plate detection

This repo contains license plate detection and text recognition with various object detection models. License plates are recognized and the characters are extracted with pytesseract OCR library

Models Benchmmarked

YOLOv8

YOLOv7

YOLOv5

FRCNN (Inception_Resnetv2)

SSD (Retinanet50)

EfficientDetv1 (Resnet50)

Dataset

The dataset is hosted on Roboflow tri-us-car-license

Name		Name	Last commit message	Last commit date
Latest commit History 11 Commits
test_images		test_images
.gitignore		.gitignore
EfficientDet_v1.ipynb		EfficientDet_v1.ipynb
Faster_RCNN_Inception_ResNetV2.ipynb		Faster_RCNN_Inception_ResNetV2.ipynb
LICENSE		LICENSE
OCR_result.png		OCR_result.png
README.md		README.md
SSD_ResNet50_V1_FPN_(RetinaNet50).ipynb		SSD_ResNet50_V1_FPN_(RetinaNet50).ipynb
all_models_benchmark_license_plate.ipynb		all_models_benchmark_license_plate.ipynb
dataset.png		dataset.png
detection_result.png		detection_result.png
generate_tfrecord.py		generate_tfrecord.py
partition_dataset.py		partition_dataset.py
yolo_V5_license_plate_extraction.ipynb		yolo_V5_license_plate_extraction.ipynb
yolo_V7_license_plate_extraction.ipynb		yolo_V7_license_plate_extraction.ipynb
yolo_V8_license_plate_extraction.ipynb		yolo_V8_license_plate_extraction.ipynb

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