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

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NVIDIA
NVIDIA

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

Geräte & HardwareTechnologieIngenieurwesen
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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 Kepler Tesla Fermi Tegra 3 Tegra 4 Tegra K1 GEFORCE ARCHITECTURE
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 1080p offscreen 3Dmark 1.3 Icestorm Unlimited BasemarkX 1.1
6 SETTING THE BAR RELATIVEPERFORMANCE 0.5x 1.0x 1.5x 0 Tegra K1 A8X GFXBench 3.0 Manhattan 1080p offscreen GFXBench 2.7 TRex 1080p offscreen 3Dmark 1.3 Icestorm Unlimited BasemarkX 1.1
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 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 (FP16) TIME
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 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 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 20M+
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 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 mobile supercomputer CUDA programmability Deep Neural Network Computer Vision Surround Vision
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 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 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 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 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 Camera Inputs Data Scientist Trained Deep Neural Net Model
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 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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