SPAA-Aware 2D Gaussian Smoothing Filter Design Using Efficient Approximation Techniques
Title | SPAA-Aware 2D Gaussian Smoothing Filter Design Using Efficient Approximation Techniques |
Publication Type | Conference Paper |
Year of Publication | 2015 |
Authors | Jaiswal, A., Garg, B., Kaushal, V., Sharma, G. K. |
Conference Name | 2015 28th International Conference on VLSI Design |
Date Published | jan |
Keywords | adders, Approximate design, Approximation methods, approximation technique, approximation theory, Complexity theory, Computer architecture, edge detection, Edge-detection, Energy-efficiency, energy-efficient approximate 2D Gaussian smoothing filter architecture, energy-efficient approximate 2D GSF architecture, energy-efficient designs, Error Tolerant Applications, Gaussian processes, Gaussian Smoothing Filter, Image edge detection, Kernel, limited battery lifetime, nearest pixel approximation, portable multimedia devices, pubcrawl170111, rounding-off Gaussian kernel coefficient, smoothing methods, SPAA metric, SPAA-aware 2D Gaussian smoothing filter design, speed-power-area-accuracy |
Abstract | The limited battery lifetime and rapidly increasing functionality of portable multimedia devices demand energy-efficient designs. The filters employed mainly in these devices are based on Gaussian smoothing, which is slow and, severely affects the performance. In this paper, we propose a novel energy-efficient approximate 2D Gaussian smoothing filter (2D-GSF) architecture by exploiting "nearest pixel approximation" and rounding-off Gaussian kernel coefficients. The proposed architecture significantly improves Speed-Power-Area-Accuracy (SPAA) metrics in designing energy-efficient filters. The efficacy of the proposed approximate 2D-GSF is demonstrated on real application such as edge detection. The simulation results show 72%, 79% and 76% reduction in area, power and delay, respectively with acceptable 0.4dB loss in PSNR as compared to the well-known approximate 2D-GSF. |
DOI | 10.1109/VLSID.2015.62 |
Citation Key | jaiswal_spaa-aware_2015 |
- Error Tolerant Applications
- speed-power-area-accuracy
- SPAA-aware 2D Gaussian smoothing filter design
- SPAA metric
- smoothing methods
- rounding-off Gaussian kernel coefficient
- pubcrawl170111
- portable multimedia devices
- nearest pixel approximation
- limited battery lifetime
- Kernel
- Image edge detection
- Gaussian Smoothing Filter
- Gaussian processes
- adders
- energy-efficient designs
- energy-efficient approximate 2D GSF architecture
- energy-efficient approximate 2D Gaussian smoothing filter architecture
- Energy-efficiency
- Edge-detection
- edge detection
- computer architecture
- Complexity theory
- approximation theory
- approximation technique
- Approximation methods
- Approximate design