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
170
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
47
RTNN: Accelerating Neighbor Search Using Hardware Ray Tracing
queeten
0
420
Architecture Support for Robust Deep Learning: Exploiting Software 1.0 Techniques to Defend Software 2.0
queeten
0
320
Watt-Wise Web: Architecting a Responsive and Energy-Efficient Mobile Web
queeten
0
82
Tail Latency in Node.js: Energy Efficient Turbo Boosting for Long Latency Requests in Event-Driven Web Services
queeten
0
720
Algorithm-SoC Co-Design for Mobile Continuous Vision
queeten
0
460
Energy and Power Measurement on Mobile Devices
queeten
0
160
Defense talk: Energy-Efficient Mobile Web Computing
queeten
0
620
GreenWeb: Language Extensions for Energy-Efficient Mobile Web Computing
queeten
0
390
Other Decks in Education
See All in Education
相互コミュニケーションの難しさ
masakiokuda
0
280
Introdución ás redes
irocho
0
370
中間活動報告会 人材育成WG・技術サブWG / 20250808-oidfj-eduWG-techSWG
oidfj
0
750
生態系ウォーズ - ルールブック
yui_itoshima
1
300
今までのやり方でやってみよう!?~今までのやり方でやってみよう!?~
kanamitsu
0
190
RSJ2025 ランチョンセミナー 一歩ずつ世界へ:学生・若手研究者のための等身大の国際化の始め方
t_inamura
0
320
「実践的探究」を志向する日本の教育研究における近年の展開 /jera2025
kiriem
0
120
Introduction - Lecture 1 - Human-Computer Interaction (1023841ANR)
signer
PRO
0
2.6k
20250830_MIEE祭_会社員視点での学びのヒント
ponponmikankan
1
180
附属科学技術高等学校の概要|Science Tokyo(東京科学大学)
sciencetokyo
PRO
0
1.6k
生成AI活用セミナー/GAI-workshop
gnutar
0
130
ÉTICA, INCLUSIÓN, EDUCACIÓN INTEGRAL Y NEURODERECHOS EN EL CONTEXTO DEL NEUROMANAGEMENT
jvpcubias
0
120
Featured
See All Featured
ReactJS: Keep Simple. Everything can be a component!
pedronauck
667
130k
Typedesign – Prime Four
hannesfritz
42
2.8k
GitHub's CSS Performance
jonrohan
1032
470k
Making the Leap to Tech Lead
cromwellryan
135
9.6k
Build The Right Thing And Hit Your Dates
maggiecrowley
38
2.9k
Stop Working from a Prison Cell
hatefulcrawdad
272
21k
Sharpening the Axe: The Primacy of Toolmaking
bcantrill
46
2.5k
4 Signs Your Business is Dying
shpigford
185
22k
jQuery: Nuts, Bolts and Bling
dougneiner
65
7.9k
10 Git Anti Patterns You Should be Aware of
lemiorhan
PRO
657
61k
Designing for Performance
lara
610
69k
Embracing the Ebb and Flow
colly
88
4.9k
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