Edge feature extraction for ATR using the Helmholtz principle and level set methods

Arjuna Flenner

doi:10.1117/12.777393

14 April 2008 Edge feature extraction for ATR using the Helmholtz principle and level set methods

Arjuna Flenner

Proceedings Volume 6967, Automatic Target Recognition XVIII; 69670W (2008) https://doi.org/10.1117/12.777393
Event: SPIE Defense and Security Symposium, 2008, Orlando, Florida, United States

Abstract

Edge features are often used in computer vision for image exploitation algorithms. A method to extract edge features that is robust to contrast change, translation, rotation, noise and scale change is presented. This method consists of the following steps: decompose the image into it's level set shapes, smooth the shapes, locate sections of the shape borders that have nearly constant curvature, and locate a key point based on these curve sections. The level sets are found using the Fast Level Set Transform (FLST). An affine invariant smoothing technique was then applied to the level set shape borders to reduce pixel effects and noise, and an intrinsic scale was estimated from the level set borders. The final step was key point location and scale estimation using the Helmholtz principle. These key points were found to be more resilient to large scale changes than the SIFT key points.

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Arjuna Flenner "Edge feature extraction for ATR using the Helmholtz principle and level set methods", Proc. SPIE 6967, Automatic Target Recognition XVIII, 69670W (14 April 2008); https://doi.org/10.1117/12.777393

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KEYWORDS

Image segmentation

Automatic target recognition

Detection and tracking algorithms

Zoom lenses

Cameras

Data modeling

Feature extraction

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