JOURNAL ARTICLE

On recognition of 3-D objects from 2-D images

Abstract

Techniques are described for model-based recognition of 3-D objects from unknown viewpoints using single gray-scale images. The method is especially useful for recognition of scenes with overlapping and partially occluded objects. An efficient matching algorithm, which assumes affine approximation to the perspective viewing transformation, is proposed. The algorithm has an off line model preprocessing phase and a recognition phase to reduce matching complexity. The algorithm was successfully tested in recognition of flat industrial objects appearing in composite occluded scenes.< >

Keywords:
Artificial intelligence Preprocessor Computer science Computer vision Affine transformation Viewpoints Perspective (graphical) Matching (statistics) Cognitive neuroscience of visual object recognition Transformation (genetics) Pattern recognition (psychology) Feature extraction Mathematics

Metrics

115
Cited By
9.52
FWCI (Field Weighted Citation Impact)
17
Refs
0.99
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Topics

Robotics and Sensor-Based Localization
Physical Sciences →  Engineering →  Aerospace Engineering
Advanced Image and Video Retrieval Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Advanced Vision and Imaging
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition

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