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VISUAL COMPUTING: THE ROAD AHEAD
JEN-HSUN HUANG, CO-FOUNDER & CEO | CES 2015
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“Holy Crap, NVIDIA’s New
Tegra K1 Has 192 Cores?!
— Gizmodo
TEGRA K1
THE FIRST SUPERCHIP
”
MOBILE ARCHITECTURE
Maxwell
K...
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“…faster, less power hungry, and quieter…
once again NVIDIA has landed the technical trifecta”
— Anandtech
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TEGRA X1 MOBILE SUPERCHIP
256-core Maxwell GPU | 8-core 64-bit CPU | 4Kp60 10-bit H.265/VP9
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SETTING THE BAR
RELATIVEPERFORMANCE
Tegra K1
0.5x
1.0x
1.5x
0
GFXBench 3.0 Manhattan
1080p offscreen
GFXBench 2.7 TRex
1...
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SETTING THE BAR
RELATIVEPERFORMANCE
0.5x
1.0x
1.5x
0
Tegra K1 A8X
GFXBench 3.0 Manhattan
1080p offscreen
GFXBench 2.7 TR...
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RAISING THE BAR. AGAIN.
RELATIVEPERFORMANCE
0.5x
1.0x
1.5x
0
Tegra K1 A8x Tegra X1
GFXBench 3.0 Manhattan
1080p offscree...
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SUPER ENERGY EFFICIENCY
Tegra K1
PERFORMANCE
Tegra X1
GPU POWER
GFXBench 3.0 Manhattan (1080p, Offscreen)
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CONSOLE EXPERIENCE.
MOBILE POWER.
Tegra X1 Xbox One
~10W >>100W
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WORLD’S 1ST TERAFLOPS MOBILE PROCESSOR
Tegra 2 Tegra 3
Tegra 4
Tegra K1
0
200
400
600
800
1000
1200
GFLOPS
Tegra X1 (FP...
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WORLD’S 1ST TERAFLOPS MOBILE PROCESSOR
Tegra 2 Tegra 3
Tegra 4
Tegra K1
0
200
400
600
800
1000
1200
ASCI Red
1st Terafl...
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WORLD’S 1ST TERAFLOPS MOBILE PROCESSOR
Tegra 2 Tegra 3
Tegra 4
Tegra K1
0
200
400
600
800
1000
1200
GFLOPS
FP16/INT16
C...
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TEGRA X1 MOBILE SUPERCHIP
256-core Maxwell GPU | 8-core 64-bit CPU | 4Kp60 10-bit H.265/VP9
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16
0
5
10
15
20
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PIXELS IN AUTO DISPLAYS
PIXELS(MILLIONS)
2010 2012 2014 2016 2018 2020
780K 1.3M
3.7M
6.6M
9.7M
380K
20...
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INTRODUCING
NVIDIA DRIVE™ CX
DIGITAL COCKPIT COMPUTER
16.6M pixels maximum resolution
Industry’s most advanced visual c...
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DRIVE CXTODAY
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DRIVE CXTODAY
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STATE-OF-THE-ART ADAS
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CAMERA TECH RAPIDLY IMPROVING
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THE ROAD TO AUTO-PILOT CARS
Environment Model • Situation Awareness • Path Finding • Learning
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INTRODUCING
NVIDIA DRIVE™ PX
AUTO-PILOT CAR COMPUTER
Dual Tegra X1 ● 12 camera inputs ● 1.3 GPix/sec
2.3 Teraflops mobi...
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NVIDIA DRIVE PX PIPELINE
Tegra X1
.
.
.
VPE
CPU
ISP
Drive Train
Power Train
Display
DVR
GPU
.
.
.
Environment Model • S...
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DEEP LEARNING REVOLUTIONIZES VISION
FEATURE DETECTORS
DEEP NEURAL NETWORK
(…)
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72%
74%
84%
88%
93%
2010 2011 2012 2013 2014
ImageNet Challenge
GPU is 1 of 3 Breakthroughs
Revolutionizing Deep Learni...
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HOW A DEEP NEURAL NETWORK SEES
Image “Audi A7”
Image source: “Unsupervised Learning of Hierarchical Representations wit...
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ADAS TODAY
pedestrian
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occluded
pedestrian
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vehicle
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school bus
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ambulance
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NVIDIA GPU SUPERCOMPUTER
NVIDIA DEEP LEARNING ARCHITECTURE
Network
Solver
Data Scientist
Trained
Deep
Neural
Net
Model
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NVIDIA DRIVE PXNVIDIA GPU SUPERCOMPUTER
Classified Object!
NVIDIA DEEP LEARNING ARCHITECTURE
Network
Solver
TX1 TX1
Cam...
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NVIDIA DRIVE PXNVIDIA GPU SUPERCOMPUTER
Classified Object!
CARS THAT SEE BETTER… AND LEARN
Network
Solver
TX1 TX1
Data ...
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TEGRA X1 CLASSIFICATION PERFORMANCE
AlexNet
0
10
20
30
Tegra K1 Tegra X1
IMAGES/SECOND
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RICKY HUDI
EXECUTIVE VP OF
ELECTRONICS DEVELOPMENT
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POWERED BY
NVIDIA TEGRA X1
DRIVE CX
DIGITAL COCKPIT COMPUTER
DRIVE PX
AUTO-PILOT COMPUTER
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