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Generating Strictly Controlled Stimuli for Figure Recognition Experiments
Published on: March 18, 2019
On the orientability of shapes.
Jovisa Zunić1, Paul L Rosin, Lazar Kopanja
1Computer Science Department, Exeter University, Exeter EX4 4QF, UK. J.Zunic@exeter.ac.uk
Summary
We introduce shape orientability, a new feature to measure how distinct a shape's orientation is. This method improves upon standard techniques for computer vision and object recognition tasks.
Area of Science:
- Computer Vision
- Image Recognition
- Computational Geometry
Background:
- Shape orientation is crucial for human and computer vision object recognition.
- Standard moment-based orientation estimation methods fail for certain shapes.
- Existing methods lack the ability to differentiate orientability in symmetric shapes.
Purpose of the Study:
- Introduce a novel shape feature: shape orientability.
- Develop a new, robust method for measuring shape orientability.
- Address limitations of traditional orientation estimation techniques.
Main Methods:
- Defined shape orientability as the degree of distinct shape orientation.
- Developed a new computational method for measuring this feature.
- Designed an efficient O(n) algorithm for n-gons.
Main Results:
- The new shape orientability measure successfully quantifies orientation distinctness.
- Unlike moment-based elongation, it differentiates orientability in n-fold symmetric shapes.
- The proposed method is simple and efficient to compute.
Conclusions:
- Shape orientability is a valuable new feature for computer vision.
- The developed method offers a significant improvement over existing techniques.
- This feature enhances shape recognition capabilities, especially for symmetric objects.
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