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Image-Registration

Image Registration is the process of transforming two or more images/data into the same coordinate system. One of the images is referred as fixed/base image, is considered the reference to other input(moving) images. The following steps are used in the process of transforming, alignment and warpping the images:

  1. Point Feature Detection
  2. Establishing Correspondences
  3. Estimating the Homography
    • DLT
    • Normalized DLT
    • RANSAC
  4. Image Warping

Required Libraries:

  1. OpenCv 3.4.2.16 (you can install this version using pip3) (You can use opencv 3.4.3 version too, but you will have to install it using CMAKE and set the flag NON_FREE_MODULE on)
  2. python 3.5/3.6

How to Run Code:

   python img_reg.py -i image_1.png image_2.png -a "the method for image registration" 

If you don't provide any method, it will run RANSAC bydefault

How to install OpenCV 3.4.3 using CMAKE

You can follow this link https://docs.opencv.org/3.4.3/d7/d9f/tutorial_linux_install.html

In Step2, you need to use the following command

CXXFLAGS="-std=c++11" cmake -D CMAKE_BUILD_TYPE=RELEASE \
-D CMAKE_INSTALL_PREFIX=/usr/local \
-D INSTALL_PYTHON_EXAMPLES=ON \
-D INSTALL_C_EXAMPLES=OFF \
-D BUILD_opencv_java=OFF \
-D OPENCV_EXTRA_MODULES_PATH="path to opencv_contrib-3.4.3/modules" \
-D WITH_TBB=ON \
-D WITH_OPENGL=ON \
-D PYTHON_EXECUTABLE=~/.virtualenvs/aero_cv/bin/python or "path to virtual environment python" \
-D OPENCV_ENABLE_NONFREE=ON \
-D BUILD_EXAMPLES=ON ..

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