Top 9 Computer Vision Project Ideas for Beginners
Malini Shukla
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Understand the visual world around us
Computer Vision Projects
Computer vision is the most powerful and compelling type of AI and is basically a field of study that has focused on solving the problem of computers’ vision.
Zuckerberg said, “If we are able to build computers that could understand what’s in an image and tell a blind person who otherwise couldn’t see that image, that would be pretty amazing as well.”
Computer vision is a subfield of AI that trains computer in understanding the visual world with the help of deep learning models to easily identify objects and then reacts accordingly.
DataFlair is providing you 9 ideas on computer vision projects with Python to provide you real-world experience. If you are interested in making your career in computer vision then you should start getting your hands dirty by working on these real-time computer vision projects with Python.
We will be discussing 200+ Python project ideas in our upcoming articles. They are categorized as:
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Computer Vision Projects for Beginners
1. Edge Detection
Computer Vision Project Idea – The Python opencv library is mostly preferred for computer vision tasks. You can detect all the edges of different objects of the image.
2. Photo Sketching
Computer Vision Project Idea – Computer vision can be used to process images and perform various transformations on the image. The idea is to build an app that will take an image as input from the user and convert it into a pencil sketching.
3. Detecting Contours
Computer Vision Project Idea – Contours are outlines or the boundaries of the shape. You can build a project to detect certain types of shapes. For example: with a round shape, you can detect all the coins present in the image. The project is good to understand how to detect objects with different kinds of shapes.
4. Collage Mosaic Generator
Computer Vision Project Idea – A collage mosaic is an image that is made up of thousands of small images. To get a clear bigger picture composed of many small images it is required to position images properly according to the colors in the image. We can build an app that will generate a big collage mosaic comprising hundreds of images inside.
5. Panorama Stitching
Computer Vision Project Idea – Have you ever use the panorama mode in your smartphones? Once you dive into computer vision then you can build your own panorama app and it is very interesting to understand how panorama works.
6. Object Tracking with Camshift Algorithm
Computer Vision Project Idea – Object tracking is the process of identifying where a particular object is present in the image. Camshift algorithm is an effective way to track an object when the object size varies and rotates while moving.
7. Barcode and QR Code Scanner
Computer Vision Project Idea – QR code and barcodes are used everywhere and they store some information in them. We can detect the QR code and Barcode from the image to process it further and decode the encrypted data.
8. Harry Potter’s Invisibility Cloak
Computer Vision Project Idea – In the harry potter movie, Harry uses an invisible cloak which lets the light pass through them and you can see what’s behind the cloak. That is what we are going to build in this project.
9. Watermarking Images with OpenCV
Computer Vision Project Idea – Many businesses require watermarking on all the images. It is a repetitive task that needs to be automated. We can build a project to automate the watermarking task on all images provided to the application.
Summary
Computer vision is a scientific field that deals with how computers can be made to understand the visual world such as digital images or videos. And after years of research by some of the top experts in the world, this is now a possibility. The future of computer vision is beyond our expectations. In today’s article, we have discussed 9 computer vision projects for beginners
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