a new computer vision processor chip design for automotive...
TRANSCRIPT
A new Computer Vision Processor Chip Design for automotive ADAS CNN applications
in 22nm FDSOI SOI Symposium Santa Clara, Apr. 13th, 2017
Dr. Jens Benndorf MD, COO Dream Chip
Dream Chip Technologies GmbH
Dream Chip Technologies
DCT Company Profile
Dream Chip Technologies …
• Positioned as a Fabless Microelectronic Engineering Company for medium to large SoC designs covering the whole range from Architecture, Specification, Design, Verification to GDSII
• Technologies: 130nm, 40nm, 28nm, 22nm FDX, 14/16nm FF
• 60 Employees/ 52 Engineers with 10 … 20 years SoC design experience
• Based in Hanover (HQ) and Hamburg, Germany
• Member of Silicon Saxony/ Germany
● Cadence Design Center Partner for Tensilica
Dream Chip Technologies GmbH
Dream Chip Technologies
Assisted Driving requires Cameras, Radar and Ultrasonic
Source: Texas Instruments
Dream Chip Technologies GmbH
Dream Chip Technologies
Use Case #1: Digital Mirroring
Source:
Dream Chip Technologies GmbH
Dream Chip Technologies
• Automotive multi camera systems for Bird-View, Rear-View and Panorama-View are a major part of today’s emerging technologies to make driving more safe and comfortable and to move towards autonomous vehicles.
Use Case #1: Digital Mirroring - The Multiview
Dream Chip Technologies GmbH
Dream Chip Technologies
Target Applications
• Automotive Camera-Monitor-Systems, e.g. electronic rear mirror
Key Features
• Works in YUV domain, independent of image sensor • Works on flicker frequencies from 80 Hz up • Unlimited flickering light sources in image • Optimized implementations available for several platforms, including
• Tensilica Vision P6 • TI TDA3 • nVidia CUDA • RTL (Q2 / 2017)
Use Case #1: Digital Mirroring – Flicker Mitigation
Dream Chip Technologies GmbH
Dream Chip Technologies
Use Case #2 : 360 deg Top View Camera
Dream Chip Technologies GmbH
Dream Chip Technologies
Use Case #3 : Pedestrian detection via CNNs
Dream Chip Technologies GmbH
Dream Chip Technologies
Partitioning of Algorithms
Dream Chip Technologies GmbH
Dream Chip Technologies
Introduction – Image Sensor Processing Overview
Dream Chip Technologies GmbH
Dream Chip Technologies
Heterogeneous Cores for Image Sensor Processing
GPU (VP6)
Vector DSP (VP6, HW)
A53
DSP (VP6, A53)
Dream Chip Technologies GmbH
Dream Chip Technologies
MPSoC Chip Architecture
Dream Chip Technologies GmbH
Dream Chip Technologies
I/O IF HEs: Pixel Level
Memory IF
Lock-Step A53: Object Level
Low Power CNN Architecture
VP6: Pixel Level
Dream Chip Technologies GmbH
Dream Chip Technologies
Floorplan
IVP: Pixel Level
Memory IF
Memory IF
Lock-Step
ARM A53: Object L.
• Tape-Out 10.Jan. 2017
• Global Foundries
– 22 FDX GF
– externally adjustable BIAS voltage
– 8x8 mm (64 mm^2)
• Calculation Power
– ARM Cortex A53 quad core
– 4x Tensilica Vision P6
– optimized for ADAS and CNN
– 4x video-in, 1x video-out
• MCM package
– DIE + 2x DDR4 on Silicon interposer
Dream Chip Technologies GmbH
Dream Chip Technologies
MPSoC Chip / Starter Kit
Dream Chip Technologies GmbH
Dream Chip Technologies
System in Package Design
System-on-Module features • 4GB LP-DDR4 3200 RAM Interfaces • Four 300MB/s video inputs • One 300MB/s video output • Gigabit Ethernet
Dream Chip Technologies GmbH
Dream Chip Technologies
Assembling the SOM...
Overview • Power management and
measurement • Chip power supplies included Benefits • Reduced application-specific
baseboard complexity • Interfaces customizable to
application requirements
Dream Chip Technologies GmbH
Dream Chip Technologies
Overview • DCT ADAS Quad-HDMI Base Board • Four HDMI 1.4b inputs • One HDMI 1.4 output • Custom high-speed headers available
Base board features • Video data rates up to 1080p60 • Two Intel MAX10 10M08DC FPGAs • Four high-speed interface headers • Video input synchronization • True output genlock possible
4 x HDMI Application Board
Dream Chip Technologies GmbH
Dream Chip Technologies
Demo
Dream Chip Technologies GmbH
Dream Chip Technologies
Mobile World Congress 2017 Demo
Dream Chip Technologies GmbH
Dream Chip Technologies
Thank You!
Please contact [email protected]
Dream Chip Technologies GmbH
Steinriede 10 D-30827 Garbsen/Hannover
Germany +49-5131-90805-120