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image-stitching-opencv's Introduction

Image-Stitching-OpenCV

Simple image stitching algorithm using SIFT/SURF/ORB, homography, KNN and Ransac in Python. For full details and explanations, you're welcome to read image_stitching.py or Multi_Image_Stitching.py.

The project is to implement a featured based automatic image stitching algorithm. When we input two images with overlapped fields, we expect to obtain a wide seamless panorama.

We use scale invariant features transform(SIFT/SURF/ORB) to extract local features of the input images, K nearest neighbors algorithms to match these features and Random sample consensus(Ransac) to calculate the homograph matrix, which will be used for image warping. Finally we apply a weighted matrix as a mask for image blending.

In addition, we support the stitching of two or more images.

Dependency

  • Python 2 or 3
  • OpenCV 3

Usage

python Image_Stitching [/PATH/img1] [/PATH/img2]

python Multi_Image_Stitching [/PATH/img1] [/PATH/img2] ...

image-stitching-opencv's People

Contributors

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Watchers

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