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I am currently working with computer vision with an ultimate goal of building a sign language trainslator

License: GNU Affero General Public License v3.0

Python 100.00%

computer-vision's Introduction

Coputer-Vision

I am currently working with computer vision with an ultimate goal of building a sign language trainslator

NB: I am using better comment extension, this might make some of my comments seem wired to you

Progress so far:

The learing process is really interesting, these are what I have accomplish:

  • A blue Screen minipulator script screen that removes the blue screen from an image and replaces it with another background
  • A green screen minipulator script similar to that of the blue screen
  • A colour selection script (currently for pink)
  • A day and Night image classifier that uses the H and V channel to classify the image, currently at 97.5% accuracy
  • Created an edge detection script that implemented fourier transform
  • Created a high pass filter for detecting edges. The filter takes in a Karnel and a gray image and then returns a binary edged image
  • Implemented low pass filter
  • Implemented Canny Edge Detection
  • Implenented shape detection using Hough transformation
  • Built a face detector using Haar Cascades
  • Studies feature detection and wrote some sample codes for contouring, corner detection and segmentation using K-mean
  • Learnt about the ORB algorithm and how to implement OpenCV's version of the algo for image recognition
  • Learnt about HOG algorithm
  • Learn about CNN and implemented a simple CNN using PyTorch
  • Exploring the FashionMNIST Data Set
  • Explored Single Shot Detector (SSD) and MobileNets for object detection

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