Computer Vision with OpenCV | Deep Learning CNN Projects
- Description
- Curriculum
- FAQ
- Reviews
OpenCV-Python is an appropriate tool for fast prototyping of Computer Vision problems.
Hands-on Computer Vision with OpenCV from scratch to real-time project development.
Computer Vision is the hottest field in the era of Artificial Intelligence. It is making enormous advances in Self-driving cars, Robotics, Medical as well as in various image correction apps.
Computer Vision is showing us the future of technology and we can’t even imagine what will be the end of its possibilities.
OpenCV library uses NumPy and all its array structures convert to and from NumPy arrays.
OpenCV is used to develop real-time computer vision applications. It is capable of processing images and videos to identify objects, faces, or even handwriting.
You will learn the topics:
- The key concepts of computer Vision & OpenCV
- Basic operations: Image read and display, Image Properties, Image resize and write, ROI and Color Mapping, Horizontal & Vertical flipping of images.
- Drawing function in OpenCV
- Working with Live Camera
- Object detection: haarcascade face detection in images and Live camera
- Convolutional Neural Network (CNN)
- Deep Learning with Keras
- Project: Handwritten Digit Classification using MNIST
- Project: Fashion Classifier using FNIST
- Project: Dogs vs Cats classifier
- Project: Object Detection using YOLOv3
- Project: Social Distancing Detector COVID-19
Feel free to message us on Udemy if you have any questions about the course!
So, are you ready to get started? Enroll now and start the process of becoming a Master in Computer Vision using Deep Learning today!
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1
Getting Started with Google Colab -
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Image Processing vs Computer Vision
Reference Notes: http://goeduhub.com/10572/difference-between-image-processing-and-computer-vision?show=10572#q10572
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3
Introduction and working of OpenCV
Reference Notes: http://goeduhub.com/10108/working-of-opencv?show=10108#q10108
You can download anaconda software and install it.
Then create a virtual environment and install opencv.
http://goeduhub.com/35/introduction-and-installation-opencv-python-for-beginners?show=35#q35
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4
Image read and display using OpenCV
Reference notes: http://goeduhub.com/133/image-operations-display-resize-color-changing-opencv-python?show=133#q133
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5
Image Properties
Reference Notes: http://goeduhub.com/133/image-operations-display-resize-color-changing-opencv-python?show=133#q133
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6
Image resize and write using OpenCV
Reference Notes: http://goeduhub.com/133/image-operations-display-resize-color-changing-opencv-python?show=133#q133
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7
ROI and Color Changing using OpenCV
Reference Notes: http://goeduhub.com/133/image-operations-display-resize-color-changing-opencv-python?show=133#q133
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8
Horizontal & Vertical flipping of images
Reference Notes: http://goeduhub.com/137/flipping-horizontally-vertically-horizontally-vertically?show=137#q137
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9
Drawing function in OpenCV
Reference Notes: http://goeduhub.com/10216/drawing-functions-opencv-rectangle-ellipse-polygon-puttext?show=10216#q10216
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10
Draw Rectangle using OpenCv
Reference Notes: http://goeduhub.com/10187/draw-rectangle-using-opencv?show=10187#q10187
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15
Why CNN
https://www.goeduhub.com/5634/what-is-convolutional-neural-network?show=5634#q5634
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What is CNN
https://www.goeduhub.com/5634/what-is-convolutional-neural-network?show=5634#q5634
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Convolution Layer
https://www.goeduhub.com/5634/what-is-convolutional-neural-network?show=5634#q5634
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Relu Layer
https://www.goeduhub.com/5634/what-is-convolutional-neural-network?show=5634#q5634
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Pooling Layer
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Flattening Layer
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Fully Connected Layer
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23
Project introduction and Data Preprocessing
https://www.goeduhub.com/10481/implement-cnn-using-keras-in-mnist-dataset-in-tensorflow2?show=10481#q10481
Here find source code in .py file because .ipynb is not uploading.
link of my colab file--https://colab.research.google.com/drive/1ItHMGZTi3wHdk5Jq_TgXRbKkjaib0Jt5?usp=sharing
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24
Model creation
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25
Build Model and Prediction on images
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26
Introduction-Objects Detection with YOLO v3 and OpenCV
Refer this link for code and details
http://goeduhub.com/9736/object-detection-using-yolo-algorithm?show=9736#q9736
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27
Implementation-Objects Detection on Image with YOLO v3 and OpenCV-part1
Refer this link for code and details
http://goeduhub.com/9736/object-detection-using-yolo-algorithm?show=9736#q9736
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28
Implementation-Objects Detection on Image with YOLO v3 and OpenCV-part2
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29
Implementation-Objects Detection on Live Video with YOLO v3 and OpenCV
