Now that we understand the basics of OMR, let’s build a computer vision system using
Python and OpenCV that can read and grade bubble sheet tests. In our project , we
combine 3 techniques:
Building document scanner
Sorting the outlines
Perspective transform to get top-down view
Python to Store the correct answer keys in a dict .
Used Canny edge detection for detecting the edges in the document and
Gaussian blur for reducing high frequency noise
OpenCV has the way to get the top-down view of the image.
Used that methodology to get the top-down view.
Used Otsu’s thresholding method for thresholding.
Determined the bubbles using the aspect ratio of approx one (1) for it’s bounding rect-
angle.
Used bitwise operations and masking to find the filled in bubble using the amount of
shaded pixels in the bubble.
*** Image Processing & Machine Learning Expert ***
Hello
I am a Image Processing and Machine Learning Expert with full skills and experiences of this field.
So i have developed so many Image Processing Projects using Python, OpenCV and ML.
I am really good with Libs for Computer Vision and Machine Learning, such as OpenCV, Tensorflow, Torch, Caffe, Keras and many DNN models.
So i can make perfect result for you in time with my full skills and experiences.
Please let's discuss more details in chat.
Hope to get touch with you soon.
Best regards.
Hello,
I have read your project details.
I am an experienced Web developer having experience of over 9 years. I can easily build sites of the following niche
1) Static
2) Dynamic
3) Ecommerce website
4) Education Website
5) open cart Website
6) Os Commerce website
7) Shopify Website
These are just to name some. Please get in touch with me so that we can discuss more in detail.
The role is very appealing to me, and I believe that my strong technical experience and education make me a highly competitive candidate for this position. My key strengths that would support my success in this position include:
I have successfully designed, developed, and supported live-use applications.
I managed a group of friends for Smart India Hackathons to qualify college level
I am well trained in the backend part (specially Python) with all the projects experiences
I am well experienced in OPENCV and Python and have already done similar projects. I am well experienced