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 25 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.
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Finding a perfect idea for your project is something that concerns you more than implementing the project itself, isn’t it? So keeping the same in mind, we have compiled a list of over 500+ project ideas just for you. All you have to do is bookmark this article and get started.
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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.
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.
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.
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.
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.
Intermediate Computer Vision Projects
Computer Vision Project Idea – Face detection is a technique to find the location of the human faces in an image. Computers use various types of algorithms to detect if the shape in the image resembles a face or not. We can build an app to automatically detect faces and capture the image in our system.
Computer Vision Project Idea – Blurring the face area of people from videos is done in all news channels and to hide the identity of a person. With computer vision, we can automatically detect the face region of the person and use it to blur the image. The project will be useful in blurring the faces of the people in the video.
Computer Vision Project Idea – Image segmentation is the process of dividing an image into multiple segments. It is very useful in finding meanings from the image. They are used in object detection of self-driving cars.
Computer Vision Project Idea – In this project, we can build an application to upload the image on the app and then by performing different transformations on the image we can make the image look like a cartoon.
Computer Vision Project Idea – A camera can be used to monitor and count the number of people present in the room, building, street, etc. First, we need to detect people and then we count their occurrence. It can be used to control the crowd.
6. Mobile Document Scanner
Computer Vision Project Idea – Document images taken from the camera can contain background, and their perspective is not aligned properly so we can build a document scanner app that will fix this by detecting the edges of the document and then transform the perspective.
7. Air Canvas
Computer Vision Project Idea – This is an interesting project in which you can draw anything by moving your hands in the air. The project will use a camera to detect the fingertip and then we can draw the shape on the canvas.
Computer Vision Project Idea – Build a simple app that is responsible for detecting a particular color from the image. There are millions of different types of colors and we cannot name each of them. So we can use thousands of named colors to identify which color resembles close to the pixel from the image.
Source Code: Python Colour Detection Project
Advanced Computer Vision Projects
1. Face Recognition
Computer Vision Project Idea – In a face recognition app we not only detect if this is a face or not, we further recognize whose face is it. This is very useful in labelling people names and also authenticating using face. This project requires you to first feed data of the people you want to recognize and then we train the model that can recognize people.
Source Code: Face Recognition & Identification Project
Computer Vision Project Idea – In this project, we are going to determine the gesture of the hand in real-time using a webcam. First, the background is separated from the hand region and then the fingers are segmented to predict hand gesture. With different hand gestures, we can perform different actions.
3. Good Dog Capture
Computer Vision Project Idea – You know it’s hard to take a beautiful picture of your dog as they are restless and always moving. To solve this problem we can make a system that will capture the image of the dog when the dogs are smiling and looking directly at the camera.
Computer Vision Project Idea – We can use the computer vision techniques to classify vehicles on the road, HMV(heavy motor vehicle) or LMV( light motor vehicle) and also count the number of vehicles that travel through a road. The data can be stored to analyze the different vehicles that travel from a road.
5. Data Augmentation Generator
Computer Vision Project Idea – To perform deep learning and machine learning we need lots of data which is hard to find. Data augmentation techniques are used a lot to increase the size of the dataset by performing rotations, transformations, zooming, flipping, etc. In this project, we can build an interface to select the augmentation method and then generate more data.
6. Selfie Capture when the User Smiles
Computer Vision Project Idea – Everyone loves a smiling picture, so how about making a camera app project which will capture images every time you smile. So for this, we need to build a model to identify whether a person is smiling or not.
7. Virtual Drums with OpenCV
Computer Vision Project Idea – The idea behind this project is to make a virtual drum that you can play by using a stick in the air. For this, the stick should be colored in the end that we will use to locate the position of stick and when it reaches a certain position a drum sound would be played. A challenge is to also measure the sound intensity based on the speed of the stick movement.
8. Image Reverse Search Engine
Computer Vision Project Idea – The computer vision techniques can be used to find images that are similar to the selected image. You need a database containing lots of images and then you can select an image to find similar images from the database.
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 25 computer vision projects from basics to advanced levels to make you all acquainted with the real-world experience and to make you job-ready.
Check out DataFlair’s Python Projects with Source Code and become a Data Scientist.
If you want to add more project ideas on computer vision, do let us know in the comment section.
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