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autopanorama's Introduction

AutoPanorama

Try to achieve Automatic Panoramic Image Stitching using Invariant Features

Baseline

You can run official_panorama.m to see the official solution for image mosaic.

But this approach has many drawbacks:

  • Obvious stitching seams

  • When image resolution is low

    matchedPoints1 and matchedPoints2 do not have enough points. The number of points in each set must be at least 4.
    
  • Be sensitive to image order

  • Memory waste is serious

Our method

  • Seamless

  • Not sensitive to image order

  • Optimize memory management

  • There will be no unmatched images due to low resolution

More details in our report.

Something to improve

  • Due to RANSAC, the results will be slightly different each time
    • For very complex dataset, unexpected results can occur
  • Anti-noise ability is poor. If there are images unrelated to the main image in the dataset, the phenomenon of forced blending will occur.

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