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Single-pixel non-imaging object recognition by means of Fourier spectrum acquisition
- Source :
- Optics Communications. 413:269-275
- Publication Year :
- 2018
- Publisher :
- Elsevier BV, 2018.
-
Abstract
- Single-pixel imaging has emerged over recent years as a novel imaging technique, which has significant application prospects. In this paper, we propose and experimentally demonstrate a scheme that can achieve single-pixel non-imaging object recognition by acquiring the Fourier spectrum. In an experiment, a four-step phase-shifting sinusoid illumination light is used to irradiate the object image, the value of the light intensity is measured with a single-pixel detection unit, and the Fourier coefficients of the object image are obtained by a differential measurement. The Fourier coefficients are first cast into binary numbers to obtain the hash value. We propose a new method of perceptual hashing algorithm, which is combined with a discrete Fourier transform to calculate the hash value. The hash distance is obtained by calculating the difference of the hash value between the object image and the contrast images. By setting an appropriate threshold, the object image can be quickly and accurately recognized. The proposed scheme realizes single-pixel non-imaging perceptual hashing object recognition by using fewer measurements. Our result might open a new path for realizing object recognition with non-imaging.
- Subjects :
- Computer science
business.industry
Hash function
ComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISION
Cognitive neuroscience of visual object recognition
Binary number
Object (computer science)
Perceptual hashing
01 natural sciences
Atomic and Molecular Physics, and Optics
Discrete Fourier transform
Electronic, Optical and Magnetic Materials
010309 optics
Light intensity
Optics
Computer Science::Computer Vision and Pattern Recognition
0103 physical sciences
Computer vision
Artificial intelligence
Electrical and Electronic Engineering
Physical and Theoretical Chemistry
010306 general physics
business
Fourier series
Subjects
Details
- ISSN :
- 00304018
- Volume :
- 413
- Database :
- OpenAIRE
- Journal :
- Optics Communications
- Accession number :
- edsair.doi...........aa728a0cdf75767f782f824d4efee771
- Full Text :
- https://doi.org/10.1016/j.optcom.2017.12.047