1 / 47

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

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

nvidia
Download Presentation

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

An Image/Link below is provided (as is) to download presentation Download Policy: Content on the Website is provided to you AS IS for your information and personal use and may not be sold / licensed / shared on other websites without getting consent from its author. Content is provided to you AS IS for your information and personal use only. Download presentation by click this link. While downloading, if for some reason you are not able to download a presentation, the publisher may have deleted the file from their server. During download, if you can't get a presentation, the file might be deleted by the publisher.

E N D

Presentation Transcript

  1. VISUAL COMPUTING: THE ROAD AHEAD JEN-HSUN HUANG, CO-FOUNDER & CEO | CES 2015 1

  2. 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

  3. “…faster, less power hungry, and quieter… once again NVIDIA has landed the technical trifecta” — Anandtech 3

  4. TEGRA X1 MOBILE SUPERCHIP 256-core Maxwell GPU | 8-core 64-bit CPU | 4Kp60 10-bit H.265/VP9 4

  5. 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

  6. 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

  7. 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

  8. SUPER ENERGY EFFICIENCY Tegra X1 Tegra K1 PERFORMANCE GPU POWER GFXBench 3.0 Manhattan (1080p, Offscreen) 8

  9. CONSOLE EXPERIENCE. MOBILE POWER. Tegra X1 ~10W Xbox One >>100W 9

  10. 10

  11. 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

  12. 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

  13. 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

  14. TEGRA X1 MOBILE SUPERCHIP 256-core Maxwell GPU | 8-core 64-bit CPU | 4Kp60 10-bit H.265/VP9 14

  15. 15

  16. 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

  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 17

  18. TODAY DRIVE CX 18

  19. TODAY DRIVE CX 19

  20. 20

  21. 21

  22. 22

  23. STATE-OF-THE-ART ADAS 23

  24. CAMERA TECH RAPIDLY IMPROVING 24

  25. THE ROAD TO AUTO-PILOT CARS Environment Model • Situation Awareness • Path Finding • Learning 25

  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 26

  27. NVIDIA DRIVE PX PIPELINE VPE . . . Drive Train Power Train GPU Display ISP . . . DVR CPU Tegra X1 Environment Model • Situation Awareness • Path Finding • Learning 27

  28. DEEP LEARNING REVOLUTIONIZES VISION DEEP NEURAL NETWORK FEATURE DETECTORS (…) 28

  29. 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

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

  31. pedestrian ADAS TODAY 31

  32. occluded pedestrian 32

  33. vehicle 33

  34. school bus 34

  35. ambulance 35

  36. 36

  37. NVIDIA DEEP LEARNING ARCHITECTURE Solver Network Trained Deep Neural Net Model Data Scientist NVIDIA GPU SUPERCOMPUTER 37

  38. 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

  39. 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

  40. TEGRA X1 CLASSIFICATION PERFORMANCE AlexNet 30 IMAGES / SECOND 20 10 0 Tegra K1 Tegra X1 40

  41. 41

  42. RICKY HUDI EXECUTIVE VP OF ELECTRONICS DEVELOPMENT 42

  43. 43

  44. 44

  45. 45

  46. POWERED BY NVIDIA TEGRA X1 DRIVE CX DIGITAL COCKPIT COMPUTER DRIVE PX AUTO-PILOT COMPUTER 46

  47. 47

More Related