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cli app to create a panoramic image from several related images.

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Panoramic Image Reconstruction

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General idea

  • Use source img + depth data from Deep-AI + homography matrix
  • Then stitching the image

Traditional algorithm

As described in [7]

  • Step 1: Detecting keypoints (DoG, Harris, etc.) and extracting local invariant descriptors(SIFT, SURF, ORBFASTBRIEF, etc.) from multiple input images
  • Step 2: Matching the feature descriptors between the multiple images
  • Step 3: Estimating the homography matrixes using the set of matched features of each pair images
  • Step 4: The warping transformation image using the homography matrix of each pair images, which are obtained from previous step

Concepts

  • Keypoints
  • local invariant descriptors
  • image stitching
  • homography matrix
    • RANSAC algorithm
  • warping transformation

Sources

  1. image-stitching
  2. panoramic-reconstruction
  3. image-stitching-deep-learning
  4. depth-estimation
  5. image-stitching-datasets
  6. image-inPainting
  7. deep-image-stitching
  8. keras-ResNet

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cli app to create a panoramic image from several related images.

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