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VISUAL COMPUTING: THE ROAD AHEADJEN-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

MaxwellKepler

TeslaFermi

Tegra 3Tegra 4

Tegra K1

GEFORCE ARCHITECTURE

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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 BARRELATIV

E P

ERFO

RM

AN

CE

Tegra K1

0.5x

1.0x

1.5x

0GFXBench 3.0 Manhattan

1080p offscreenGFXBench 2.7 TRex

1080p offscreen3Dmark 1.3 Icestorm

UnlimitedBasemarkX 1.1

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SETTING THE BARRELATIV

E P

ERFO

RM

AN

CE

0.5x

1.0x

1.5x

0

Tegra K1 A8X

GFXBench 3.0 Manhattan1080p offscreen

GFXBench 2.7 TRex1080p offscreen

3Dmark 1.3 IcestormUnlimited

BasemarkX 1.1

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RAISING THE BAR. AGAIN.RELATIV

E P

ERFO

RM

AN

CE

0.5x

1.0x

1.5x

0

Tegra K1 A8x Tegra X1

GFXBench 3.0 Manhattan1080p offscreen

GFXBench 2.7 TRex1080p offscreen

3Dmark 1.3 IcestormUnlimited

BasemarkX 1.1

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SUPER ENERGY EFFICIENCY

Tegra K1

PERFO

RM

AN

CE

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 3Tegra 4

Tegra K1

0

200

400

600

800

1000

1200

GFLO

PS

Tegra X1 (FP16)

TIME

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WORLD’S 1ST TERAFLOPS MOBILE PROCESSOR

Tegra 2 Tegra 3Tegra 4

Tegra K1

0

200

400

600

800

1000

1200

ASCI Red1st Teraflops Supercomputer

GFLO

PS

Tegra X1 (FP16)

TIME

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WORLD’S 1ST TERAFLOPS MOBILE PROCESSOR

Tegra 2 Tegra 3Tegra 4

Tegra K1

0

200

400

600

800

1000

1200

GFLO

PS

FP16/INT16

Core i7

Tegra X1

CPU

GPUGPU

CPU

Tegra X1 (FP16)

Note: 4790K Core i7, CPU @ 4GHz, GPU @ 350 MHz

TIME

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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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0

5

10

15

20

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PIXELS IN AUTO DISPLAYSPIX

ELS (

MIL

LIO

NS)

2010 2012 2014 2016 2018 2020

780K 1.3M

3.7M

6.6M

9.7M

380K

20M+

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INTRODUCINGNVIDIA DRIVE™ CXDIGITAL COCKPIT COMPUTER

16.6M pixels maximum resolution

Industry’s most advanced visual computing platform

Maxwell — NVIDIA’s newest GPU architecture

NVIDIA DRIVE Studio

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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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INTRODUCINGNVIDIA DRIVE™ PXAUTO-PILOT CAR COMPUTER

Dual Tegra X1 ● 12 camera inputs ● 1.3 GPix/sec

2.3 Teraflops mobile supercomputer

CUDA programmability

Deep Neural Network Computer Vision

Surround Vision

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NVIDIA DRIVE PX PIPELINE

Tegra X1

.

.

.

VPE

CPU

ISP

Drive Train

Power Train

Display

DVR

GPU

.

.

.

Environment Model • Situation Awareness • Path Finding • Learning

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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 Learning

“Neural nets running on GPUs are routinely used by cloud-enabled companies such as Facebook to identify your friends in photos…”

Accuracy

NVIDIA CUDA GPU

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HOW A DEEP NEURAL NETWORK SEES

Image “Audi A7”

Image source: “Unsupervised Learning of Hierarchical Representations with Convolutional Deep Belief Networks” ICML 2009 & Comm. ACM 2011.Honglak Lee, Roger Grosse, Rajesh Ranganath, and Andrew Ng.

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ADAS TODAY

pedestrian

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occludedpedestrian

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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 ScientistTrained

Deep

Neural

Net

Model

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NVIDIA DRIVE PXNVIDIA GPU SUPERCOMPUTER

Classified Object!

NVIDIA DEEP LEARNING ARCHITECTURE

Network

Solver

TX1 TX1

Camera

Inputs

Data ScientistTrained

Deep

Neural

Net

Model

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NVIDIA DRIVE PXNVIDIA GPU SUPERCOMPUTER

Classified Object!

CARS THAT SEE BETTER… AND LEARN

Network

Solver

TX1 TX1

Data Scientist Camera

Inputs

!

Trained

Deep

Neural

Net

Model

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TEGRA X1 CLASSIFICATION PERFORMANCE

AlexNet

0

10

20

30

Tegra K1 Tegra X1

IMAG

ES /

SECO

ND

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RICKY HUDIEXECUTIVE VP OF ELECTRONICS DEVELOPMENT

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POWERED BY NVIDIA TEGRA X1

DRIVE CXDIGITAL COCKPIT COMPUTER

DRIVE PXAUTO-PILOT COMPUTER

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