Demonstration of image registration algorithm using an example


This is a part of my Capstone Research


Demonstration of image registration algorithm using an example

Sample images are from Deng K, Tian J, Zheng J, et al. Retinal Fundus Image Registration via Vascular Structure Graph Matching.[J]. Journal of Biomedical Imaging, 2010, 2010(34):8170-8176.

6.2.1.jpg

reference image

6.2.2.jpg

matching image

In this set of image, matching image is combined to reference image to give more detail about eye vessel.

First, use open snake to extract vessel network. Save results to 'snake_tracing_e1.swc' and 'snake_tracing_e2.swc'

In matlab, run 

nsicompare('snake_tracing_1.swc','snake_tracing_2.swc');

get the graph of NSI node maps and heat maps


6.2.7.jpg

heat map of NSI nodes in network from reference image

6.2.8.jpg

from matching image

Take special attention to nodes in left bottom corner. In reference image, there are two nodes with degree of 3, but only one node in matching image. The NSI is used as a reference to choose which one is the node to pair in registration.

According to node pairs, segment branches and calculate the property of each branch 

t1_branchlist=splitbranch(t1_nodelist,t1_linkfrom,t1_linkto);
[t1_totbranch,t1_volbranch,t1_direction]=calbranch(t1_nodelist,t1_branchlist);
paintbranch(t1_nodelist,t1_linkfrom,t1_linkto,t1_branchlist,t1_totbranch,t1_volbranch);
t2_branchlist=splitbranch(t2_nodelist,t2_linkfrom,t2_linkto);
[t2_totbranch,t2_volbranch,t2_direction]=calbranch(t2_nodelist,t2_branchlist);
paintbranch(t2_nodelist,t2_linkfrom,t2_linkto,t2_branchlist,t2_totbranch,t2_volbranch);

branches with(branch id:tortuosity,volume) in network from reference image

from matching image

In the region of each paired nodes, compare the properties of branches and pair the branches in both images. Ignore short branches.

In branch 23 from reference image, there is a choice of splitting it to two parts.

6.2.6.jpg

Pair other nodes in branches.

The final results are 

6.2.5.jpg

Red nodes for matching image, blue nodes for reference image. Other unmatched branches in either image are ignored

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test123: aasdas Details Apr 13 16:39
admin: Thanks! Details Apr 09 11:46
admin: Google map api Details Apr 09 11:46
lqj12: cooooooooool Details Apr 08 21:34
Yunhan Huang: 这个功能是如何实现的? Details Apr 08 13:23