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Low Complexity Image Compression using Pruned 8-point DCT Approximation in Wireless Visual Sensor Networks
- Source :
- PROCEEDINGS OF THE 2017 INTERNATIONAL CONFERENCE ON MATHEMATICS AND INFORMATION TECHNOLOGY (ICMIT), International Conference on Mathematics and Information Technology (ICMIT), International Conference on Mathematics and Information Technology (ICMIT), Univ Ahmed Draia Adrar, Fac Sci & Technol, Dept Math & Comp Sci; IEEE; IEEE Algeria Sect; Grp Hamel; LADI; RedMed Grp; GMN; LEESI, Dec 2017, Ardar, Algeria. pp.279-285
- Publication Year :
- 2017
- Publisher :
- HAL CCSD, 2017.
-
Abstract
- International audience; Since the transmission of the uncompressed image in the context of wireless visual sensor networks (WVSNs) consumes less energy than transmitting the compressed image, developing energy-aware compression algorithms are mandatory to extend the camera node's lifetime and thereby the whole network lifetime. The present paper studies a low-complexity image compression algorithm in the context of WVSNs. This algorithm consists of applying a pruning approach on a DCT approximation transform. The scheme is investigated in terms of computation cycles, processing time, energy consumption and image quality. Experimental works are conducted using the Atmel Atmega128 processor of Mica2 and MicaZ sensor boards. Simulation results show that the studied scheme can exhibit a competitive performance when compared against other algorithms. Furthermore, the scheme can achieve the best tradeoff between energy consumption and image quality.
- Subjects :
- Image quality
Computer science
Real-time computing
Transform
02 engineering and technology
[MATH] Mathematics [math]
low-complexity algorithms
pruned 8-point DCT
0202 electrical engineering, electronic engineering, information engineering
Discrete cosine transform
[MATH]Mathematics [math]
Cosine
Transform coding
approximate DCT
energy conservation
020208 electrical & electronic engineering
Energy consumption
pruning approach
[SPI.TRON] Engineering Sciences [physics]/Electronics
image compression
[SPI.TRON]Engineering Sciences [physics]/Electronics
Uncompressed video
WVSNs
Discrete
020201 artificial intelligence & image processing
Wireless sensor network
Data compression
Image compression
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- PROCEEDINGS OF THE 2017 INTERNATIONAL CONFERENCE ON MATHEMATICS AND INFORMATION TECHNOLOGY (ICMIT), International Conference on Mathematics and Information Technology (ICMIT), International Conference on Mathematics and Information Technology (ICMIT), Univ Ahmed Draia Adrar, Fac Sci & Technol, Dept Math & Comp Sci; IEEE; IEEE Algeria Sect; Grp Hamel; LADI; RedMed Grp; GMN; LEESI, Dec 2017, Ardar, Algeria. pp.279-285
- Accession number :
- edsair.doi.dedup.....b29fbddbfa19ec5e5747ca5f0cffa8b4