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Danny Shapiro | AI Frontiers | November 3, 2017
AI SELF-DRIVING CARS
©NVIDIA.ALLRIGHTSRESERVED.
2
GPU-ACCELERATED INDUSTRIES
HPC INTERNET SERVICES TRANSPORTATION MEDICAL IMAGING LOGISTICS
Ride Sharing
Self-Driving Cars
Design &
Simulation
Radiology
Volumetric
Rendering
3D CT
Autonomous
Trucks
Route
Management
Warehouse
Automation
Photo
Album
Recommendations
Social Media
Weather
Molecular
Dynamics
Materials
Science
©NVIDIA.ALLRIGHTSRESERVED.
3
AI INFERENCE: THE NEXT GREAT CHALLENGE
Training InferencingDNN Model
©NVIDIA.ALLRIGHTSRESERVED.
4
EXPLOSIVE GROWTH OF INTELLIGENT MACHINES
20M Inference Servers Trillions of IoT Devices100s of Millions of Autonomous Machines
©NVIDIA.ALLRIGHTSRESERVED.
5
THE AUTONOMOUS
VEHICLE REVOLUTION
©NVIDIA.ALLRIGHTSRESERVED.
6
AUTONOMOUS VEHICLE COMPUTING PLATFORM
Sensor Fusion: RADAR, LIDAR, Camera | Deep Learning, CV, Parallel Computing
Diversity of Algorithms | ASIL-D Functional Safety | Fully Integrated into NVIDIA BB8
NVIDIA DRIVE PX — AI CAR COMPUTER
DRIVEWORKS SDK
DRIVE AV
DRIVE OS
RADAR Fusion
LIDAR
Point-Cloud Processing
Camera Deep Learning
(Detection)
Camera Deep Learning
(Freespace)
Camera Computer Vision
(SLAM)
HD Map
(Localizing to Map)
Path Planning
©NVIDIA.ALLRIGHTSRESERVED.
7
— Goldman Sachs
Uber Lyft Waymo
GM / Cruise Ford / Argo.ai Baidu
Zoox nuTonomy Yandex
“RIDE-HAILING INDUSTRY EXPECTED TO
GROW EIGHTFOLD TO $285B BY 2030”
©NVIDIA.ALLRIGHTSRESERVED.
8
ROBOTAXI DEMANDS
EXTREME COMPUTING
+ 10X camera resolution
+ Surround LIDAR point-cloud processing
+ Camera & LIDAR localization to HD map
+ Tracking all surrounding objects
+ New map generation
+ Sophisticated path planning & control
+ Algorithm diversity
+ Sensor & computing fail-operate
+ Excess computing capacity
Level 2 Level 5
©NVIDIA.ALLRIGHTSRESERVED.
9
STATE-OF-THE-ART
DRIVERLESS VEHICLES
©NVIDIA.ALLRIGHTSRESERVED.
10
DRIVE PX PEGASUS
LEVEL 5 ROBOTAXI SUPERCOMPUTER
320 TOPS CUDA TensorCore | Auto-grade | ASIL D
500W | Late Q1 Early Access Partners
Supercomputing Data Center in your Trunk
©NVIDIA.ALLRIGHTSRESERVED.
11
NVIDIA DRIVE IX SDK
Intelligent Experience Toolkit
Sense Inside & Outside the Vehicle | Deep Learning Powered | Early Access Q4
Your Car is an AI
Customer Application
DRIVE OS
DRIVE AV
Object, Path, Wait Perception
DRIVE IX
Gaze, Head Pose, Gestures, Recognize Face,
Voice Recognition & Lip Reading
Exterior Driver
Recognition
Automatic
Personalization
Inattentive
Driver Alert
Cyclist
Alert
Distracted
Driver Alert
Driver/Passenger
Recognition
©NVIDIA.ALLRIGHTSRESERVED.
12
©NVIDIA.ALLRIGHTSRESERVED.

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Danny Shapiro at AI Frontiers : Accelerating the Race to AI Self-Driving Cars

  • 1. 1 Danny Shapiro | AI Frontiers | November 3, 2017 AI SELF-DRIVING CARS ©NVIDIA.ALLRIGHTSRESERVED.
  • 2. 2 GPU-ACCELERATED INDUSTRIES HPC INTERNET SERVICES TRANSPORTATION MEDICAL IMAGING LOGISTICS Ride Sharing Self-Driving Cars Design & Simulation Radiology Volumetric Rendering 3D CT Autonomous Trucks Route Management Warehouse Automation Photo Album Recommendations Social Media Weather Molecular Dynamics Materials Science ©NVIDIA.ALLRIGHTSRESERVED.
  • 3. 3 AI INFERENCE: THE NEXT GREAT CHALLENGE Training InferencingDNN Model ©NVIDIA.ALLRIGHTSRESERVED.
  • 4. 4 EXPLOSIVE GROWTH OF INTELLIGENT MACHINES 20M Inference Servers Trillions of IoT Devices100s of Millions of Autonomous Machines ©NVIDIA.ALLRIGHTSRESERVED.
  • 6. 6 AUTONOMOUS VEHICLE COMPUTING PLATFORM Sensor Fusion: RADAR, LIDAR, Camera | Deep Learning, CV, Parallel Computing Diversity of Algorithms | ASIL-D Functional Safety | Fully Integrated into NVIDIA BB8 NVIDIA DRIVE PX — AI CAR COMPUTER DRIVEWORKS SDK DRIVE AV DRIVE OS RADAR Fusion LIDAR Point-Cloud Processing Camera Deep Learning (Detection) Camera Deep Learning (Freespace) Camera Computer Vision (SLAM) HD Map (Localizing to Map) Path Planning ©NVIDIA.ALLRIGHTSRESERVED.
  • 7. 7 — Goldman Sachs Uber Lyft Waymo GM / Cruise Ford / Argo.ai Baidu Zoox nuTonomy Yandex “RIDE-HAILING INDUSTRY EXPECTED TO GROW EIGHTFOLD TO $285B BY 2030” ©NVIDIA.ALLRIGHTSRESERVED.
  • 8. 8 ROBOTAXI DEMANDS EXTREME COMPUTING + 10X camera resolution + Surround LIDAR point-cloud processing + Camera & LIDAR localization to HD map + Tracking all surrounding objects + New map generation + Sophisticated path planning & control + Algorithm diversity + Sensor & computing fail-operate + Excess computing capacity Level 2 Level 5 ©NVIDIA.ALLRIGHTSRESERVED.
  • 10. 10 DRIVE PX PEGASUS LEVEL 5 ROBOTAXI SUPERCOMPUTER 320 TOPS CUDA TensorCore | Auto-grade | ASIL D 500W | Late Q1 Early Access Partners Supercomputing Data Center in your Trunk ©NVIDIA.ALLRIGHTSRESERVED.
  • 11. 11 NVIDIA DRIVE IX SDK Intelligent Experience Toolkit Sense Inside & Outside the Vehicle | Deep Learning Powered | Early Access Q4 Your Car is an AI Customer Application DRIVE OS DRIVE AV Object, Path, Wait Perception DRIVE IX Gaze, Head Pose, Gestures, Recognize Face, Voice Recognition & Lip Reading Exterior Driver Recognition Automatic Personalization Inattentive Driver Alert Cyclist Alert Distracted Driver Alert Driver/Passenger Recognition ©NVIDIA.ALLRIGHTSRESERVED.