JOURNAL ARTICLE

Robust Weed Recognition Using Blur Moment Invariants

Abstract

Image motion blur and defocus blur often occur when there is a relative motion between the imaging camera and the detected object. These two blurs will degrade the image quality and will also decrease the subsequent pattern recognition accuracy. In this paper, we propose a robust weed recognition scheme using the low quality color weed images with the above-mentioned image blurs. The proposed scheme consists of three steps. First, image matte is used to segment the soil and the plant. Second, the image-moment-based blur invariant features are calculated. Third, weed recognition is performed by using the computed Euclidean distance based on the moment invariants. We have experimentally proved that the effective use of image blur information improves the recognition accuracy of camera-captured weeds.

Keywords:
Artificial intelligence Motion blur Computer vision Computer science Invariant (physics) Moment (physics) Gaussian blur Cognitive neuroscience of visual object recognition Pattern recognition (psychology) Mathematics Image restoration Image (mathematics) Object (grammar) Image processing Physics

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Topics

Image Processing Techniques and Applications
Physical Sciences →  Engineering →  Media Technology
Smart Agriculture and AI
Life Sciences →  Agricultural and Biological Sciences →  Plant Science
Advanced Image Processing Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition

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