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Global Context Descriptors for SURF and MSER Feature Descriptors Gail Carmichael Robert Laganière Prosenjit Bose
Gail Carmichael PhD Student, School of Computer Science http://www.gailcarmichael.com
Stuff I care about... Learning
Stuff I care about... Augmented Reality
Stuff I care about... Matching Panoramas and Photographs
SIFT with Global Context Mortensen, Deng, Shapiro (2005)
SIFT with Global Context Mortensen, Deng, Shapiro (2005)
SIFT with Global Context Mortensen, Deng, Shapiro (2005)
Global, But More Local Li and Ma (2009)
Global, But More Local Li and Ma (2009)
Global Context for SURF Pretty much the same as SIFT
Global Context for SURF 1. Find SURF points with SURFmex
Global Context for SURF 2. Find nearby features for each SURF point
Global Context for SURF 3. Put curvature values in log-polar graph.
Global Context for SURF 4. Append values of bins to get Global Context.
Global Context for MSER A little different from SIFT/SURF...
Global Context for MSER 1. Detect Maximally Stable Extremal Regions (MSERs) with VLFeat
Global Context for MSER 2a. Create shape patches (Forssén and Lowe).
Global Context for MSER 2b. Create texture patches (Forssénand Lowe).
Global Context for MSER Measurement region? Points to measure? Multiple of bounding ellipse. All values around MSER.
Global Context for MSER 3. Create a curvature value patch.
Global Context for MSER 4. Collect curvature values in log-polar graph,append values to become Global Context.
Matching Results
Matching Results
Matching Results
Matching Results
Matching Results
Matching Results
Matching Results
Matching Results
Matching Results
Future Work Elliptical neighbouring region for SURF Minimum measurement region for MSER More tests, more images
Thanks!

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Global Context Descriptors for SURF and MSER Feature Descriptors