open source, neuro, learning, collaboration, sound theory, solid results

ANTs leads in open competition / evaluation

The SyN Paper is one of the most cited in Medical Image Analysis since 2008

http://www.journals.elsevier.com/medical-image-analysis/most-cited-articles/

Advanced Normalization Tools finished first overall in three different competitions that test the reliability, reproducibility and accuracy of our image registration and segmentation methods.   This is joint work with Nick Tustison, Gang Song, Paul Yushkevich, Hongzhi Wang and Hans Johnson.

Each of these was conducted in a blinded fashion and judged impartially on hidden data.  These types of open competitions provide a more accurate window into the rigor and reliability of methods in real world scenarios.

1)  Klein 2009 brain mapping competition http://www.ncbi.nlm.nih.gov/pubmed/19195496

2) Murphy 2011 http://www.ncbi.nlm.nih.gov/pubmed/21632295

3) Multi-atlas challenge MICCAI 2012 https://masi.vuse.vanderbilt.edu/workshop2012/index.php/Workshop_Program

The conclusion of this workshop was that the registration tool strongly impacts performance ( all the top finishers used ANTs ) and that, in future workshops , everyone should use ANTs (or another equally good tool). This would allow pure testing of the multi-atlas labeling approach.

challenge_results_miccai_2012

Advertisements

Leave a Reply

Fill in your details below or click an icon to log in:

WordPress.com Logo

You are commenting using your WordPress.com account. Log Out / Change )

Twitter picture

You are commenting using your Twitter account. Log Out / Change )

Facebook photo

You are commenting using your Facebook account. Log Out / Change )

Google+ photo

You are commenting using your Google+ account. Log Out / Change )

Connecting to %s