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
- 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.
- 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
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- 46. 46 POWERED BY NVIDIA TEGRA X1 DRIVE CX DIGITAL COCKPIT COMPUTER DRIVE PX AUTO-PILOT COMPUTER
- 47. 47