Skip to content

tpys/image-stitching

Repository files navigation

Image Stitching

1.Introduction

It's a common project in computer vision course, you can find it in stanford, washington and brown. I borrow skeleton code from washington cse576.

This project include three main parts:

  • detect interest points
  • match interst points
  • RANSAC refine matches
  • stitch two image together

What I did in this project:

  • implement sift detector and sift descriptor(this is crazy part, lots detail)
  • use SSD matching points
  • RANSAC to refine mathes, iterate 500 times
  • computer homography then stich two iamge together
  • use dynamic programming to find optimum seam, blend along this seam.

Platform: Qt5 vs2013 c++11

2.Result

Interest Points(can't show scale and orientation)

Match left

Match right

Stitched

3.Issue

  • It take a lot time to build dog pyramid, I known there is a fast way to instead one big gauss kernel with two seperate samll gauss kernel. But, unsucess, don't why.
  • In the matching part, some method such as knn can be used to reduce time, I didn't do that either.
  • Finally my sift detector doesn't work with big rotation, many reason could cause this.

Hoping somebody could join me to improve this useful project!!

About

No description, website, or topics provided.

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published

Languages