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Visual Computing: The Road Ahead, NVIDIA CEO Jen-Hsun Huang at CES 2015 - PowerPoint PPT Presentation


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Huang covers the progression of the first superchip, the most advanced GPU ever built, and the world's first teraflops mobile processor.

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    Presentation Transcript
    visual computing the road ahead jen hsun huang

    VISUAL COMPUTING: THE ROAD AHEAD

    JEN-HSUN HUANG, CO-FOUNDER & CEO | CES 2015

    1

    tegra k1 the first superchip

    TEGRA K1

    THE FIRST SUPERCHIP

    Maxwell

    Kepler

    Fermi

    Tesla

    Tegra K1

    GEFORCE ARCHITECTURE

    “Holy Crap, NVIDIA’s New

    Tegra K1 Has 192 Cores?!

    Tegra 4

    Tegra 3

    MOBILE ARCHITECTURE

    — Gizmodo

    2

    faster less power hungry and quieter once again

    “…faster, less power hungry, and quieter…

    once again NVIDIA has landed the technical trifecta”

    — Anandtech

    3

    tegra x1 mobile superchip 256 core maxwell

    TEGRA X1 MOBILE SUPERCHIP

    256-core Maxwell GPU | 8-core 64-bit CPU | 4Kp60 10-bit H.265/VP9

    4

    setting the bar

    SETTING THE BAR

    Tegra K1

    1.5x

    RELATIVE PERFORMANCE

    1.0x

    0.5x

    0

    GFXBench 3.0 Manhattan

    1080p offscreen

    GFXBench 2.7 TRex

    1080p offscreen

    3Dmark 1.3 Icestorm

    Unlimited

    BasemarkX 1.1

    5

    setting the bar 1

    SETTING THE BAR

    Tegra K1

    A8X

    1.5x

    RELATIVE PERFORMANCE

    1.0x

    0.5x

    0

    GFXBench 3.0 Manhattan

    1080p offscreen

    GFXBench 2.7 TRex

    1080p offscreen

    3Dmark 1.3 Icestorm

    Unlimited

    BasemarkX 1.1

    6

    raising the bar again

    RAISING THE BAR. AGAIN.

    Tegra K1

    A8x

    Tegra X1

    1.5x

    RELATIVE PERFORMANCE

    1.0x

    0.5x

    0

    GFXBench 3.0 Manhattan

    1080p offscreen

    GFXBench 2.7 TRex

    1080p offscreen

    3Dmark 1.3 Icestorm

    Unlimited

    BasemarkX 1.1

    7

    super energy efficiency

    SUPER ENERGY EFFICIENCY

    Tegra X1

    Tegra K1

    PERFORMANCE

    GPU POWER

    GFXBench 3.0 Manhattan (1080p, Offscreen)

    8

    console experience mobile power

    CONSOLE EXPERIENCE.

    MOBILE POWER.

    Tegra X1

    ~10W

    Xbox One

    >>100W

    9

    world s 1 st teraflops mobile processor

    WORLD’S 1STTERAFLOPS MOBILE PROCESSOR

    1200

    Tegra X1 (FP16)

    1000

    800

    GFLOPS

    600

    400

    Tegra K1

    200

    Tegra 4

    Tegra 2

    Tegra 3

    0

    TIME

    11

    world s 1 st teraflops mobile processor 1

    WORLD’S 1STTERAFLOPS MOBILE PROCESSOR

    1200

    Tegra X1 (FP16)

    1000

    800

    ASCI Red

    1stTeraflops Supercomputer

    GFLOPS

    600

    400

    Tegra K1

    200

    Tegra 4

    Tegra 2

    Tegra 3

    0

    TIME

    12

    world s 1 st teraflops mobile processor 2

    WORLD’S 1STTERAFLOPS MOBILE PROCESSOR

    Tegra X1

    1200

    Tegra X1 (FP16)

    Core i7

    GPU

    1000

    GPU

    CPU

    800

    CPU

    FP16/INT16

    GFLOPS

    600

    400

    Tegra K1

    200

    Tegra 4

    Tegra 2

    Tegra 3

    0

    TIME

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

    13

    tegra x1 mobile superchip 256 core maxwell 1

    TEGRA X1 MOBILE SUPERCHIP

    256-core Maxwell GPU | 8-core 64-bit CPU | 4Kp60 10-bit H.265/VP9

    14

    pixels in auto displays

    PIXELS IN AUTO DISPLAYS

    25

    20M+

    20

    PIXELS (MILLIONS)

    15

    9.7M

    10

    6.6M

    5

    3.7M

    1.3M

    780K

    380K

    0

    2010

    2012

    2014

    2016

    2018

    2020

    16

    introducing nvidia drive cx digital cockpit

    INTRODUCING

    NVIDIA DRIVE™CX

    DIGITAL COCKPIT COMPUTER

    16.6M pixels maximum resolution

    Industry’s most advanced visual computing platform

    Maxwell — NVIDIA’s newest GPU architecture

    NVIDIA DRIVE Studio

    17

    today

    TODAY

    DRIVE CX

    18

    today 1

    TODAY

    DRIVE CX

    19

    the road to auto pilot cars

    THE ROAD TO AUTO-PILOT CARS

    Environment Model • Situation Awareness • Path Finding • Learning

    25

    introducing nvidia drive px auto pilot

    INTRODUCING

    NVIDIA DRIVE™PX

    AUTO-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

    26

    nvidia drive px pipeline

    NVIDIA DRIVE PX PIPELINE

    VPE

    .

    .

    .

    Drive Train

    Power Train

    GPU

    Display

    ISP

    .

    .

    .

    DVR

    CPU

    Tegra X1

    Environment Model • Situation Awareness • Path Finding • Learning

    27

    deep learning revolutionizes vision

    DEEP LEARNING REVOLUTIONIZES VISION

    DEEP NEURAL NETWORK

    FEATURE DETECTORS

    (…)

    28

    imagenet challenge accuracy

    ImageNet Challenge

    Accuracy

    93%

    GPU is 1 of 3 Breakthroughs

    Revolutionizing Deep Learning

    88%

    84%

    “Neural nets running on GPUs are routinely

    used by cloud-enabled companies such as

    Facebook to identify your friends in photos…”

    NVIDIA

    CUDA GPU

    74%

    72%

    2010

    2011

    2012

    2013

    2014

    29

    how a deep neural network sees

    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.

    30

    Honglak Lee, Roger Grosse, Rajesh Ranganath, and Andrew Ng.

    pedestrian

    pedestrian

    ADAS TODAY

    31

    occluded pedestrian

    occluded

    pedestrian

    32

    nvidia deep learning architecture

    NVIDIA DEEP LEARNING ARCHITECTURE

    Solver

    Network

    Trained

    Deep

    Neural

    Net

    Model

    Data Scientist

    NVIDIA GPU SUPERCOMPUTER

    37

    nvidia deep learning architecture 1

    NVIDIA DEEP LEARNING ARCHITECTURE

    Classified Object!

    Solver

    Network

    TX1

    TX1

    Trained

    Deep

    Neural

    Net

    Model

    Data Scientist

    Camera

    Inputs

    NVIDIA GPU SUPERCOMPUTER

    NVIDIA DRIVE PX

    38

    cars that see better and learn

    CARS THAT SEE BETTER… AND LEARN

    !

    Classified Object!

    Solver

    Network

    TX1

    TX1

    Trained

    Deep

    Neural

    Net

    Model

    Data Scientist

    Camera

    Inputs

    NVIDIA GPU SUPERCOMPUTER

    NVIDIA DRIVE PX

    39

    tegra x1 classification performance

    TEGRA X1 CLASSIFICATION PERFORMANCE

    AlexNet

    30

    IMAGES / SECOND

    20

    10

    0

    Tegra K1

    Tegra X1

    40

    ricky hudi executive vp of electronics development

    RICKY HUDI

    EXECUTIVE VP OF

    ELECTRONICS DEVELOPMENT

    42

    powered by nvidia tegra x1

    POWERED BY

    NVIDIA TEGRA X1

    DRIVE CX

    DIGITAL COCKPIT COMPUTER

    DRIVE PX

    AUTO-PILOT COMPUTER

    46