Description
YOLO: Automatic License Plate Detection & Extract text App, the training course YOLO: Automatic license plate detection and text extraction is published by Yudemy Academy. Image processing and object recognition is one of the fields of data science and has various applications in current industries. Many industries are looking for data scientists with these skills. This course covers modeling techniques including object recognition data labeling (images), data preprocessing, deep learning model building (InceptionResNet V2), evaluation and production (Web App). We will start with the project architecture, then I will show how to collect data and label images for object recognition for license plates using Image Annotation Tool, an open source software developed in python GUI (pyQT). we do.
Then, after image labeling, we will work on data preprocessing, building and training a deep learning object recognition model (InceptionResnet V2) in TensorFlow 2. Once the model is trained, we will evaluate the model. When we worked with the Object Detection model, using this model, we crop the image that contains the license plate, which is also called the region of interest (ROI), and send the ROI to the optical character detection API in Python (Pytesseract). We transfer In this tutorial, I will show you how to extract text from images. Now, we put it all together and build a deep learning model pipeline.
What you will learn
- Object recognition from scratch
- plate recognition
- Text extraction from image using Tesseract
- Tutorial on InceptionResnet in TensorFlow 2 for object detection
- Flask-based web API
- Labeling object recognition data using image annotation tools
- Train custom YOLO model from scratch
- Real-time license plate recognition with YOLO
Who is this course suitable for?
- Anyone who wants to build a deep learning project
- Python developer who wants to develop OCR Number Plate project
- Anyone who wants to learn the end of deep learning project
- People who are curious about web project development in TensorFlow 2
YOLO course specifications: Automatic License Plate Detection & Extract text App
Head of the course seasons on 2023-5
Course prerequisites
- Basic knowledge on Python
- Knowledge on Deep learning with TensorFlow
- Basics on HTML
Pictures
Sample video
Installation guide
After Extract, view with your favorite Player.
English subtitle
Quality: 720p
download link
File(s) password: www.downloadly.ir
Size
3.84 GB
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