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Catch Your Attention:
Quality-Retaining Power Saving
on Mobile OLED Displays
Chun-Han Lin, Chih-Kai Kang, and Pi-Cheng Hsiu
Research Center for IT Innovation, Academia Sinica
This work was presented at IEEE/ACM DAC 2014
Motivation
• OLED is deemed a promising technology to
replace LCD for mobile displays
– Many nice features
– Black image (≃ 0 power) vs. White image (2xLCD
power)
2
Low-Power Techniques for OLED
Displays
• Partial display disabling or dimming
– Darken the contents Impact user perception
• Color remapping
– Use other colors instead Not applicable to natural
images
• OLED dynamic voltage scaling
– Decrease the supply voltage HW support &
rectangular regions
3
Inspired by Human Visual Attention
• Different regions in an image
– Receive varying degrees of visual attention
– Can tolerate different degrees of image distortion
4
Quality-Retaining Power Saving
• Image pixel scaling
– Scale down the pixel values in regions of any shape
• Technical problems
– How to segment an image into regions?
– How to determine an appropriate scaling ratio for each
region?
• Contributions
– Link human visual attention to OLED power saving
– Develop an optimal algorithm w/o accurate power
models
– Implement two application scenarios on tablets
5
6
Fast and optimal without
accurate OLED power models
Distortion
(SSIM)
Analysis
Attention (Itti)
Perception
(JND)
Conversion
Optimal
Algorithm
Experiment Setup
• 4 images on Samsung Galaxy Tab 7.7
– Different characteristics in terms of luminance and saliency
– Performance Metrics
- Execution time (second) and power consumption (watt)
– Comparison
- A grid-based approach [DAC’12]
7
Experiment Results –
Impact of Tunable Parameters
• Image Distortion
– 38-42% when the distortion
threshold is set at 0.94
8
• Number of regions
– 38-42% when the number of
regions is set at 5
Experiment Results –
GRID vs. CURA
• Execution time (seconds)
• Power consumption (watts)
• Visual quality
– See a video demo
9
GRID CURA
Image Converter 27~219 7.6~8.8
Power-Saving Mode 0.97~4.77 0.72~0.811
GRID CURA
Image Converter 237~648 284~572
Power-Saving Mode 362~797 305~595
*PSM uses Lanczos resampling to scale down the resolution for speedup at a cost of less power saving.
Conclusion
• We introduce visual attention into the quality-retaining
power-saving design on mobile OLED displays
• We present CURA to realize the notion and have
implemented two application scenarios
– Samsung Galaxy Tab 7.7 can save 38-42% OLED power
while retaining visual quality
10
Please come to my poster for more details!

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2014 DAC: Catch Your Attention

  • 1. Catch Your Attention: Quality-Retaining Power Saving on Mobile OLED Displays Chun-Han Lin, Chih-Kai Kang, and Pi-Cheng Hsiu Research Center for IT Innovation, Academia Sinica This work was presented at IEEE/ACM DAC 2014
  • 2. Motivation • OLED is deemed a promising technology to replace LCD for mobile displays – Many nice features – Black image (≃ 0 power) vs. White image (2xLCD power) 2
  • 3. Low-Power Techniques for OLED Displays • Partial display disabling or dimming – Darken the contents Impact user perception • Color remapping – Use other colors instead Not applicable to natural images • OLED dynamic voltage scaling – Decrease the supply voltage HW support & rectangular regions 3
  • 4. Inspired by Human Visual Attention • Different regions in an image – Receive varying degrees of visual attention – Can tolerate different degrees of image distortion 4
  • 5. Quality-Retaining Power Saving • Image pixel scaling – Scale down the pixel values in regions of any shape • Technical problems – How to segment an image into regions? – How to determine an appropriate scaling ratio for each region? • Contributions – Link human visual attention to OLED power saving – Develop an optimal algorithm w/o accurate power models – Implement two application scenarios on tablets 5
  • 6. 6 Fast and optimal without accurate OLED power models Distortion (SSIM) Analysis Attention (Itti) Perception (JND) Conversion Optimal Algorithm
  • 7. Experiment Setup • 4 images on Samsung Galaxy Tab 7.7 – Different characteristics in terms of luminance and saliency – Performance Metrics - Execution time (second) and power consumption (watt) – Comparison - A grid-based approach [DAC’12] 7
  • 8. Experiment Results – Impact of Tunable Parameters • Image Distortion – 38-42% when the distortion threshold is set at 0.94 8 • Number of regions – 38-42% when the number of regions is set at 5
  • 9. Experiment Results – GRID vs. CURA • Execution time (seconds) • Power consumption (watts) • Visual quality – See a video demo 9 GRID CURA Image Converter 27~219 7.6~8.8 Power-Saving Mode 0.97~4.77 0.72~0.811 GRID CURA Image Converter 237~648 284~572 Power-Saving Mode 362~797 305~595 *PSM uses Lanczos resampling to scale down the resolution for speedup at a cost of less power saving.
  • 10. Conclusion • We introduce visual attention into the quality-retaining power-saving design on mobile OLED displays • We present CURA to realize the notion and have implemented two application scenarios – Samsung Galaxy Tab 7.7 can save 38-42% OLED power while retaining visual quality 10 Please come to my poster for more details!