Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
End-to-end Quality Control in Approximate Compu...
Search
Yuhao Zhu
March 24, 2016
Education
0
160
End-to-end Quality Control in Approximate Computing
WAX 2016 co-located with ASPLOS 2016
Yuhao Zhu
March 24, 2016
Tweet
Share
More Decks by Yuhao Zhu
See All by Yuhao Zhu
Automatically Generating Robotics Accelerators
queeten
0
35
RTNN: Accelerating Neighbor Search Using Hardware Ray Tracing
queeten
0
390
Architecture Support for Robust Deep Learning: Exploiting Software 1.0 Techniques to Defend Software 2.0
queeten
0
290
Watt-Wise Web: Architecting a Responsive and Energy-Efficient Mobile Web
queeten
0
77
Tail Latency in Node.js: Energy Efficient Turbo Boosting for Long Latency Requests in Event-Driven Web Services
queeten
0
640
Algorithm-SoC Co-Design for Mobile Continuous Vision
queeten
0
450
Energy and Power Measurement on Mobile Devices
queeten
0
150
Defense talk: Energy-Efficient Mobile Web Computing
queeten
0
600
GreenWeb: Language Extensions for Energy-Efficient Mobile Web Computing
queeten
0
360
Other Decks in Education
See All in Education
計算情報学研究室 (数理情報学第7研究室)紹介スライド (2025)
tomonatu8
0
430
生成AI時代教育とICT支援員への期待
o_ob
0
280
生成AIとの上手な付き合い方【公開版】/ How to Get Along Well with Generative AI (Public Version)
handlename
0
410
AIC 103 - Applications of Property Valuation: Essential Slides
rmccaic
0
130
zupanijska natjecanja
petarradanovic2
0
420
Padlet opetuksessa
matleenalaakso
4
14k
より良い学振申請書(DC)を作ろう 2025
luiyoshida
1
3.1k
日本電子専門学校ネットワークセキュリティ科_学科紹介.pdf
ccyc
0
910
Analysis and Validation - Lecture 4 - Information Visualisation (4019538FNR)
signer
PRO
0
2k
ThingLink
matleenalaakso
28
4.1k
Tangible, Embedded and Embodied Interaction - Lecture 7 - Next Generation User Interfaces (4018166FNR)
signer
PRO
0
1.6k
第1回大学院理工学系説明会|東京科学大学(Science Tokyo)
sciencetokyo
PRO
0
3.6k
Featured
See All Featured
Music & Morning Musume
bryan
47
6.5k
10 Git Anti Patterns You Should be Aware of
lemiorhan
PRO
656
60k
JavaScript: Past, Present, and Future - NDC Porto 2020
reverentgeek
48
5.4k
Fashionably flexible responsive web design (full day workshop)
malarkey
407
66k
GitHub's CSS Performance
jonrohan
1031
460k
Mobile First: as difficult as doing things right
swwweet
223
9.6k
Unsuck your backbone
ammeep
671
58k
[Rails World 2023 - Day 1 Closing Keynote] - The Magic of Rails
eileencodes
34
2.3k
The Art of Delivering Value - GDevCon NA Keynote
reverentgeek
14
1.5k
CSS Pre-Processors: Stylus, Less & Sass
bermonpainter
357
30k
How to Create Impact in a Changing Tech Landscape [PerfNow 2023]
tammyeverts
52
2.8k
Git: the NoSQL Database
bkeepers
PRO
430
65k
Transcript
1 WAX 2016 Scalable End-to-end Quality Control in Approximate Computing
Yuhao Zhu UT Austin with Deepti Ghadiyaram, Matt Lease, and Vijay Janapa Reddi
User-centric Application Image compression
User-centric Application Image compression Quality Metric Average Pixel Error Rate
Human Perception User-centric Application Image compression Quality Metric Average Pixel
Error Rate User Satisfaction
Human Perception User-centric Application Image compression Quality Metric Average Pixel
Error Rate ? User Satisfaction
Quality Score (QScore) Human Perception User-centric Application Image compression
Quality Score (QScore) Human Perception User-centric Application Quality Assessment Model
Image compression QScore = f(image) [Wang et al., 2004] [Seshadrinathan et al., 2010]
Quality Score (QScore) Human Perception User-centric Application Quality Assessment Model
Image compression QScore = f(image) [Wang et al., 2004] [Seshadrinathan et al., 2010]
Human Perception User-centric Application Quality Assessment Model Audio Video Text
Image QScore Image Model Audio Model Video Model Text Model Audio QScore Video QScore Text QScore Image