choosing the optimum mix of sensors for driver assistance ... · • radar and lidar are not...
TRANSCRIPT
Copyright © 2017 NXP Semiconductors 1
Ali Osman OrsMay 2, 2017
Choosing the Optimum Mix of Sensors for Driver Assistance and Autonomous
Vehicles
Copyright © 2017 NXP Semiconductors 2
AutonomousRequirement
Sensing Technology Comparison
Camera Radar LiDAR
Object Detection M H H H
Classification H M L H
Close-Proximity Detection M H L H
Speed Detection L H M H
Lane Detection H L L H
Traffic Sign Recognition H L L H
Range H (200m) H (250m) M (120m) Full range
Work in Rain, Fog, Snow L H M H
Work in Low Light L H H H
Work in Bright Light M H H H
Size Small Small Medium Mix
Cost $ $$ $$$$ Mix
Rating: H = High, M=Medium, L = Low
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AutonomousRequirement
• Radar and Lidar are not affected by obscurant conditions as much as camera systems.
• Cameras also affected by light variation and shadows.
Sensing Technology Comparison
Camera Radar LiDAR
Object Detection M H H H
Rating: H = High, M=Medium, L = Low
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AutonomousRequirement
Sensing Technology Comparison
Camera Radar LiDAR
Classification H M L H
Rating: H = High, M=Medium, L = Low
• Level of detail available for template matching much higher in camera systems.
• The range and height of detection area affects performance
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AutonomousRequirement
Sensing Technology Comparison
Camera Radar LiDAR
Speed Detection L H M H
Rating: H = High, M=Medium, L = Low
• Radar and Lidar are active emitters that can make measurements on returning signals
• Object-level motion detection is difficult due to the dual motion introduced by the camera motion and the object motion
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Evolution of the Self Driving Car
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Limitations
* www.volvo.com
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RADAR
*Hella*NXP
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MEDIUM RANGE RADAR
Blind Spot Detection
SHORT RANGE/ MEDIUM RANGE
RADARPark Assist
Cross-Traffic AlertJunction Assist
RADAR TODAY
LONG RANGE RADAR
Adaptive Cruise Control Automatic Emergency Braking
Forward Collision Warning
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SHORT RANGE/ MEDIUM RANGE
RADARPark Assist
Cross-Traffic AlertJunction Assist
LONG RANGE RADAR
Adaptive Cruise Control Automatic Emergency Braking
Forward Collision WarningRear Collision Warning
RADAR TOMORROW
MEDIUM RANGE RADAR
Blind Spot DetectionPark Assist
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LIDAR
*Velodyne *Quanergy *Leddartech
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360o LIDARPark Assist
Cross-Traffic AlertJunction Assist
Close NavigationReverse Assist
LIDAR TODAY
LIDARAutomatic Emergency Braking
Forward Collision Warning
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2D Flash LIDARBlind Spot Detection
Park AssistCross-Traffic Alert
Junction AssistClose NavigationReverse Assist
3D Flash LIDARPark Assist
Cross-Traffic AlertJunction Assist
Close Navigation
LIDAR TOMORROW
In CabinGesture RecognitionOccupancy DetectionTouchless Controls
Long Range 3D LIDAR
Adaptive Cruise Control Automatic Emergency Braking
Forward Collision Warning
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CAMERA
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In-Cabin IR Camera
Driver Monitoring
VISION TODAY
Surround CameraParking Assist
Cross-Traffic AlertJunction Assist
Forward CameraSingle & Stereo Adaptive Cruise Control
Automatic Emergency Braking Forward Collision Warning
Lane Keep AssistAutomatic High Beam Control
Traffic Sign Recognition
Rear CameraPark Assist
Cross-Traffic AlertJunction Assist
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In-Cabin IR & 3D Camera
Driver MonitoringPresence detectionGesture recognition
VISION TOMORROW
Surround CameraParking Assist
Cross-Traffic AlertJunction Assist
Forward CameraSingle & Stereo Adaptive Cruise Control
Automatic Emergency Braking Forward Collision Warning
Lane Keep AssistAdaptive Front Light Control
Traffic Sign Recognition
Rear and Side CameraPark Assist
Cross-Traffic AlertJunction Assist
Mirror Replacement
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Nighttime Scenes
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Autonomy
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3 OEMs, 3 Approaches
3x LRR Radar (160-250m)4x MRR (80m) 2x SRR (40m)5x Camera
3x LRR Radar (150-250m)2x MRR (70m) 4x SRR (40m)6-9x Camera
1x LRR Radar (250m)4x MRR (80m) 1x LIDAR5x Camera
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• All the sensor technologies used in ADAS and Autonomous Vehicles are evolving.
• To guarantee safety we need to have redundancy.• The needs are not only outside the vehicle.• True autonomous vehicles need more than distance and speed, they will
need texture data and communication.
Take Aways
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As the leader in Automotive Semiconductors, Advanced Driver Assistance Systems (ADAS), NXP offers a broad portfolio of Radar sensing and processing, Vision processing, Secure V2X and Sensor Fusion technologies that drive innovation in autonomous cars.
http://bit.ly/2ponsM6
Please visit our table in the exhibit hall to view some of our Neural Network based vision processing demos.
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