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1
VISUAL COMPUTING: THE ROAD AHEAD
JEN-HSUN HUANG, CO-FOUNDER & CEO | CES 2015
2
“Holy Crap, NVIDIA’s New
Tegra K1 Has 192 Cores?!
— Gizmodo
TEGRA K1
THE FIRST SUPERCHIP
”
MOBILE ARCHITECTURE
Maxwell
K...
3
“…faster, less power hungry, and quieter…
once again NVIDIA has landed the technical trifecta”
— Anandtech
4
TEGRA X1 MOBILE SUPERCHIP
256-core Maxwell GPU | 8-core 64-bit CPU | 4Kp60 10-bit H.265/VP9
5
SETTING THE BAR
RELATIVEPERFORMANCE
Tegra K1
0.5x
1.0x
1.5x
0
GFXBench 3.0 Manhattan
1080p offscreen
GFXBench 2.7 TRex
1...
6
SETTING THE BAR
RELATIVEPERFORMANCE
0.5x
1.0x
1.5x
0
Tegra K1 A8X
GFXBench 3.0 Manhattan
1080p offscreen
GFXBench 2.7 TR...
7
RAISING THE BAR. AGAIN.
RELATIVEPERFORMANCE
0.5x
1.0x
1.5x
0
Tegra K1 A8x Tegra X1
GFXBench 3.0 Manhattan
1080p offscree...
8
SUPER ENERGY EFFICIENCY
Tegra K1
PERFORMANCE
Tegra X1
GPU POWER
GFXBench 3.0 Manhattan (1080p, Offscreen)
9
CONSOLE EXPERIENCE.
MOBILE POWER.
Tegra X1 Xbox One
~10W >>100W
10
11
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...
12
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...
13
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...
14
TEGRA X1 MOBILE SUPERCHIP
256-core Maxwell GPU | 8-core 64-bit CPU | 4Kp60 10-bit H.265/VP9
15
16
0
5
10
15
20
25
PIXELS IN AUTO DISPLAYS
PIXELS(MILLIONS)
2010 2012 2014 2016 2018 2020
780K 1.3M
3.7M
6.6M
9.7M
380K
20...
17
INTRODUCING
NVIDIA DRIVE™ CX
DIGITAL COCKPIT COMPUTER
16.6M pixels maximum resolution
Industry’s most advanced visual c...
18
DRIVE CXTODAY
19
DRIVE CXTODAY
20
21
22
23
STATE-OF-THE-ART ADAS
24
CAMERA TECH RAPIDLY IMPROVING
25
THE ROAD TO AUTO-PILOT CARS
Environment Model • Situation Awareness • Path Finding • Learning
26
INTRODUCING
NVIDIA DRIVE™ PX
AUTO-PILOT CAR COMPUTER
Dual Tegra X1 ● 12 camera inputs ● 1.3 GPix/sec
2.3 Teraflops mobi...
27
NVIDIA DRIVE PX PIPELINE
Tegra X1
.
.
.
VPE
CPU
ISP
Drive Train
Power Train
Display
DVR
GPU
.
.
.
Environment Model • S...
28
DEEP LEARNING REVOLUTIONIZES VISION
FEATURE DETECTORS
DEEP NEURAL NETWORK
(…)
29
72%
74%
84%
88%
93%
2010 2011 2012 2013 2014
ImageNet Challenge
GPU is 1 of 3 Breakthroughs
Revolutionizing Deep Learni...
30
HOW A DEEP NEURAL NETWORK SEES
Image “Audi A7”
Image source: “Unsupervised Learning of Hierarchical Representations wit...
31
ADAS TODAY
pedestrian
32
occluded
pedestrian
33
vehicle
34
school bus
35
ambulance
36
37
NVIDIA GPU SUPERCOMPUTER
NVIDIA DEEP LEARNING ARCHITECTURE
Network
Solver
Data Scientist
Trained
Deep
Neural
Net
Model
38
NVIDIA DRIVE PXNVIDIA GPU SUPERCOMPUTER
Classified Object!
NVIDIA DEEP LEARNING ARCHITECTURE
Network
Solver
TX1 TX1
Cam...
39
NVIDIA DRIVE PXNVIDIA GPU SUPERCOMPUTER
Classified Object!
CARS THAT SEE BETTER… AND LEARN
Network
Solver
TX1 TX1
Data ...
40
TEGRA X1 CLASSIFICATION PERFORMANCE
AlexNet
0
10
20
30
Tegra K1 Tegra X1
IMAGES/SECOND
41
42
RICKY HUDI
EXECUTIVE VP OF
ELECTRONICS DEVELOPMENT
43
44
45
46
POWERED BY
NVIDIA TEGRA X1
DRIVE CX
DIGITAL COCKPIT COMPUTER
DRIVE PX
AUTO-PILOT COMPUTER
47
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Visual Computing: The Road Ahead, NVIDIA CEO Jen-Hsun Huang at CES 2015

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

  1. 1 VISUAL COMPUTING: THE ROAD AHEAD JEN-HSUN HUANG, CO-FOUNDER & CEO | CES 2015
  2. 2 “Holy Crap, NVIDIA’s New Tegra K1 Has 192 Cores?! — Gizmodo TEGRA K1 THE FIRST SUPERCHIP ” MOBILE ARCHITECTURE Maxwell Kepler Tesla Fermi Tegra 3 Tegra 4 Tegra K1 GEFORCE ARCHITECTURE
  3. 3 “…faster, less power hungry, and quieter… once again NVIDIA has landed the technical trifecta” — Anandtech
  4. 4 TEGRA X1 MOBILE SUPERCHIP 256-core Maxwell GPU | 8-core 64-bit CPU | 4Kp60 10-bit H.265/VP9
  5. 5 SETTING THE BAR RELATIVEPERFORMANCE Tegra K1 0.5x 1.0x 1.5x 0 GFXBench 3.0 Manhattan 1080p offscreen GFXBench 2.7 TRex 1080p offscreen 3Dmark 1.3 Icestorm Unlimited BasemarkX 1.1
  6. 6 SETTING THE BAR RELATIVEPERFORMANCE 0.5x 1.0x 1.5x 0 Tegra K1 A8X GFXBench 3.0 Manhattan 1080p offscreen GFXBench 2.7 TRex 1080p offscreen 3Dmark 1.3 Icestorm Unlimited BasemarkX 1.1
  7. 7 RAISING THE BAR. AGAIN. RELATIVEPERFORMANCE 0.5x 1.0x 1.5x 0 Tegra K1 A8x Tegra X1 GFXBench 3.0 Manhattan 1080p offscreen GFXBench 2.7 TRex 1080p offscreen 3Dmark 1.3 Icestorm Unlimited BasemarkX 1.1
  8. 8 SUPER ENERGY EFFICIENCY Tegra K1 PERFORMANCE Tegra X1 GPU POWER GFXBench 3.0 Manhattan (1080p, Offscreen)
  9. 9 CONSOLE EXPERIENCE. MOBILE POWER. Tegra X1 Xbox One ~10W >>100W
  10. 10
  11. 11 WORLD’S 1ST TERAFLOPS MOBILE PROCESSOR Tegra 2 Tegra 3 Tegra 4 Tegra K1 0 200 400 600 800 1000 1200 GFLOPS Tegra X1 (FP16) TIME
  12. 12 WORLD’S 1ST TERAFLOPS MOBILE PROCESSOR Tegra 2 Tegra 3 Tegra 4 Tegra K1 0 200 400 600 800 1000 1200 ASCI Red 1st Teraflops Supercomputer GFLOPS Tegra X1 (FP16) TIME
  13. 13 WORLD’S 1ST TERAFLOPS MOBILE PROCESSOR Tegra 2 Tegra 3 Tegra 4 Tegra K1 0 200 400 600 800 1000 1200 GFLOPS FP16/INT16 Core i7 Tegra X1 CPU GPU GPU CPU Tegra X1 (FP16) Note: 4790K Core i7, CPU @ 4GHz, GPU @ 350 MHz TIME
  14. 14 TEGRA X1 MOBILE SUPERCHIP 256-core Maxwell GPU | 8-core 64-bit CPU | 4Kp60 10-bit H.265/VP9
  15. 15
  16. 16 0 5 10 15 20 25 PIXELS IN AUTO DISPLAYS PIXELS(MILLIONS) 2010 2012 2014 2016 2018 2020 780K 1.3M 3.7M 6.6M 9.7M 380K 20M+
  17. 17 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
  18. 18 DRIVE CXTODAY
  19. 19 DRIVE CXTODAY
  20. 20
  21. 21
  22. 22
  23. 23 STATE-OF-THE-ART ADAS
  24. 24 CAMERA TECH RAPIDLY IMPROVING
  25. 25 THE ROAD TO AUTO-PILOT CARS Environment Model • Situation Awareness • Path Finding • Learning
  26. 26 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
  27. 27 NVIDIA DRIVE PX PIPELINE Tegra X1 . . . VPE CPU ISP Drive Train Power Train Display DVR GPU . . . Environment Model • Situation Awareness • Path Finding • Learning
  28. 28 DEEP LEARNING REVOLUTIONIZES VISION FEATURE DETECTORS DEEP NEURAL NETWORK (…)
  29. 29 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
  30. 30 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.
  31. 31 ADAS TODAY pedestrian
  32. 32 occluded pedestrian
  33. 33 vehicle
  34. 34 school bus
  35. 35 ambulance
  36. 36
  37. 37 NVIDIA GPU SUPERCOMPUTER NVIDIA DEEP LEARNING ARCHITECTURE Network Solver Data Scientist Trained Deep Neural Net Model
  38. 38 NVIDIA DRIVE PXNVIDIA GPU SUPERCOMPUTER Classified Object! NVIDIA DEEP LEARNING ARCHITECTURE Network Solver TX1 TX1 Camera Inputs Data Scientist Trained Deep Neural Net Model
  39. 39 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
  40. 40 TEGRA X1 CLASSIFICATION PERFORMANCE AlexNet 0 10 20 30 Tegra K1 Tegra X1 IMAGES/SECOND
  41. 41
  42. 42 RICKY HUDI EXECUTIVE VP OF ELECTRONICS DEVELOPMENT
  43. 43
  44. 44
  45. 45
  46. 46 POWERED BY NVIDIA TEGRA X1 DRIVE CX DIGITAL COCKPIT COMPUTER DRIVE PX AUTO-PILOT COMPUTER
  47. 47

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