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
150
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
29
RTNN: Accelerating Neighbor Search Using Hardware Ray Tracing
queeten
0
370
Architecture Support for Robust Deep Learning: Exploiting Software 1.0 Techniques to Defend Software 2.0
queeten
0
280
Watt-Wise Web: Architecting a Responsive and Energy-Efficient Mobile Web
queeten
0
67
Tail Latency in Node.js: Energy Efficient Turbo Boosting for Long Latency Requests in Event-Driven Web Services
queeten
0
590
Algorithm-SoC Co-Design for Mobile Continuous Vision
queeten
0
430
Energy and Power Measurement on Mobile Devices
queeten
0
140
Defense talk: Energy-Efficient Mobile Web Computing
queeten
0
590
GreenWeb: Language Extensions for Energy-Efficient Mobile Web Computing
queeten
0
350
Other Decks in Education
See All in Education
ThingLink
matleenalaakso
28
3.9k
Security, Privacy and Trust - Lecture 11 - Web Technologies (1019888BNR)
signer
PRO
0
2.7k
AI 時代軟體工程師的持續升級
mosky
1
2.4k
Поступай в ТОГУ 2025
pnuslide
0
25k
Use Cases and Course Review - Lecture 8 - Human-Computer Interaction (1023841ANR)
signer
PRO
0
910
Генезис казарменной архитектуры
pnuslide
0
200
保育士チームが実践している連続的な観察と多面的な観察を共有するための振り返り / Reflection to share “continuous and multifaceted observations” as practiced by a team of childcare professionals
psj59129
0
3.6k
自分にあった読書方法を探索するワークショップ / Reading Catalog Workshop
aki_moon
0
340
Interactive Tabletops and Surfaces - Lecture 5 - Next Generation User Interfaces (4018166FNR)
signer
PRO
1
1.5k
2024年度秋学期 統計学 第13回 不確かな測定の不確かさを測る - 不偏分散とt分布 (2024. 12. 18)
akiraasano
PRO
0
100
複式簿記から純資産を排除する/eliminate_net_assets_from_double-entry_bookkeeping
florets1
1
330
Ch4_-_Partie_3.pdf
bernhardsvt
0
100
Featured
See All Featured
Automating Front-end Workflow
addyosmani
1369
200k
Put a Button on it: Removing Barriers to Going Fast.
kastner
60
3.7k
Typedesign – Prime Four
hannesfritz
41
2.6k
Dealing with People You Can't Stand - Big Design 2015
cassininazir
366
25k
4 Signs Your Business is Dying
shpigford
183
22k
A Philosophy of Restraint
colly
203
16k
The Art of Programming - Codeland 2020
erikaheidi
53
13k
[RailsConf 2023 Opening Keynote] The Magic of Rails
eileencodes
28
9.3k
Exploring the Power of Turbo Streams & Action Cable | RailsConf2023
kevinliebholz
30
4.6k
JavaScript: Past, Present, and Future - NDC Porto 2020
reverentgeek
47
5.3k
The Pragmatic Product Professional
lauravandoore
32
6.5k
Save Time (by Creating Custom Rails Generators)
garrettdimon
PRO
29
1.1k
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