Image registration not aligning images correctly

2 ビュー (過去 30 日間)
msij
msij 2017 年 2 月 12 日
コメント済み: Vandana Rajan 2017 年 2 月 15 日
I am trying to align two images to be able to extract data from them and compare before and after.
I have tried intensity-based image registration and control point image registration but it doesn't seem to be aligning them up correctly.
I have attached the images and the code is below. When I use:
imshowpair(fixed_filtered,movingRegistered,'Scaling','joint');
They are not aligned up. Not sure what I'm doing wrong, I've tried playing around with the settings but it doesn't appear to make much of a difference, just makes the computing time longer.
Intensity code:
fixed = imread('Fixed.JPG');
fixed = imcrop(fixed,[1700 1200 2000 1500]);
fixed_gray = rgb2gray(fixed);
thresh1 = graythresh (fixed_gray);
fixed_bw = im2bw(fixed_gray, thresh);
fixed_filtered = bwareafilt(fixed_bw,[10 500]);
fixed_filtered = double(fixed_filtered);
moving = imread('Moving.JPG');
moving = imcrop(moving,[1700 1200 2000 1500]);
moving_gray = rgb2gray(moving);
thresh2 = graythresh (moving_gray);
moving_bw = im2bw(moving_gray, thresh);
moving_filtered = bwareafilt(moving_bw,[10 500]);
moving_filtered = double(moving_filtered);
imshowpair(fixed,moving,'Scaling','joint');
[optimizer, metric] = imregconfig('monomodal');
optimizer.MaximumIterations = 1000;
optimizer.MaximumStepLength = 0.001
movingRegistered = imregister(moving_filtered, fixed_filtered, 'rigid', optimizer, metric);
figure(1);
imshowpair(fixed_filtered,moving_filtered,'Scaling','joint');
figure(2);
imshowpair(fixed_filtered,movingRegistered,'Scaling','joint');
For control point, I use this instead of the optimizer metric part of the code:
cpselect(moving,fixed);
mytform = fitgeotrans(movingPoints, fixedPoints, 'similarity');
movingRegistered = imwarp(moving, mytform);
All help is greatly appreciated. Thank you!!
  2 件のコメント
msij
msij 2017 年 2 月 13 日
Ok so I've kind of found a solution for this.
By changing modifying the code from:
movingRegistered = imwarp(moving, mytform);
to:
movingRegistered = imwarp(moving, mytform,'OutputView', imref2d(size(fixed)));
the image actually aligns up. I am not sure why, so if someone could explain that I'd be grateful.
However, I would still like to figure out a way to have this done automatically so any ideas on how to fix the intensity-based image registration?
Thanks!
Vandana Rajan
Vandana Rajan 2017 年 2 月 15 日
Hi,
When you use the 'OutputView' parameter, it preserves the world limits and resolution of the fixed image when forming the transformed image.

サインインしてコメントする。

回答 (0 件)

カテゴリ

Help Center および File ExchangeGeometric Transformation and Image Registration についてさらに検索

Community Treasure Hunt

Find the treasures in MATLAB Central and discover how the community can help you!

Start Hunting!

Translated by