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See the View (STV) Project · 2020-03-16 · See the View (STV) Project Environmental Perception...

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Proprietary & Confidential | 1 Proprietary & Confidential | 1 See the View (STV) Project Environmental Perception for Safer and Reliable Autonomous Driving Arie Gavriely [email protected] Co-funded by the Horizon 2020 program of the European Union
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Page 1: See the View (STV) Project · 2020-03-16 · See the View (STV) Project Environmental Perception for Safer and Reliable Autonomous Driving Arie Gavriely Arie.Gavriely@vayavision.com

Proprietary & Confidential | 1Proprietary & Confidential | 1

See the View (STV) Project

Environmental Perception

for

Safer and Reliable Autonomous DrivingArie [email protected]

Co-funded by the Horizon 2020program of the European Union

Page 2: See the View (STV) Project · 2020-03-16 · See the View (STV) Project Environmental Perception for Safer and Reliable Autonomous Driving Arie Gavriely Arie.Gavriely@vayavision.com

What we do

Driving Decisions

Perception & Fusion

Sensors

Vehicle Perception

based on raw data fusion with upsampling and AI

Co-funded by the Horizon 2020program of the European Union

Page 3: See the View (STV) Project · 2020-03-16 · See the View (STV) Project Environmental Perception for Safer and Reliable Autonomous Driving Arie Gavriely Arie.Gavriely@vayavision.com

Proprietary & Confidential | 3

Fusion & Perception

PerceptionEngine

Raw Data Fusion & Detection

⁺ Raw data fusion not objects

⁺ 3D RGBd model

➢Higher detection rates

➢Less false alarms

➢Overcome faults

Camera

. . .

RADAR

LiDAR

Co-funded by the Horizon 2020program of the European Union

Page 4: See the View (STV) Project · 2020-03-16 · See the View (STV) Project Environmental Perception for Safer and Reliable Autonomous Driving Arie Gavriely Arie.Gavriely@vayavision.com

Proprietary & Confidential | 4

Fusion & Detection Framework

⁺ Higher Quality (accuracy and reliability)

⁺ Lower system cost (Sensors, BUS, processing, energy)

Sensors Raw Data

⁺ Camera

⁺ Lidar

⁺ Radar

Environmental Model

Co-funded by the Horizon 2020program of the European Union

Page 5: See the View (STV) Project · 2020-03-16 · See the View (STV) Project Environmental Perception for Safer and Reliable Autonomous Driving Arie Gavriely Arie.Gavriely@vayavision.com

Proprietary & Confidential | 5

Detection, Classification, Segmentation

Obstacle detection

Road Detection

Object BB detection

Semantic Segment.

Objects data-base

Objects

Multi-frame Object Tracking

Environmental Model

HD RGBd3D Model

Software Framework

Fusion & Perception

Ego-motion

Up-sampling

Calibrate

&

Unroll

&

Match

E-MI/F

Driving Module

Raw data Fusion

Camera

. . .

RADAR

LiDAR

Co-funded by the Horizon 2020program of the European Union

Page 6: See the View (STV) Project · 2020-03-16 · See the View (STV) Project Environmental Perception for Safer and Reliable Autonomous Driving Arie Gavriely Arie.Gavriely@vayavision.com

LIDAR 64 - Before Up-sampling

Co-funded by the Horizon 2020program of the European Union

Page 7: See the View (STV) Project · 2020-03-16 · See the View (STV) Project Environmental Perception for Safer and Reliable Autonomous Driving Arie Gavriely Arie.Gavriely@vayavision.com

LIDAR 64 - After Up-sampling

3D High Resolution at Low Cost

Co-funded by the Horizon 2020program of the European Union

Page 8: See the View (STV) Project · 2020-03-16 · See the View (STV) Project Environmental Perception for Safer and Reliable Autonomous Driving Arie Gavriely Arie.Gavriely@vayavision.com

Proprietary & Confidential | 8

Accurate SLAM – Ego-Motion

Co-funded by the Horizon 2020program of the European Union

Page 9: See the View (STV) Project · 2020-03-16 · See the View (STV) Project Environmental Perception for Safer and Reliable Autonomous Driving Arie Gavriely Arie.Gavriely@vayavision.com

Proprietary & Confidential | 10

Environmental Model

Pedestrian

Vehicles

Free Space

Free Space

Red – Objects

Bird Eye View Detection by Non- DNN

Detection by Classification (DNN)

Blue Ground

Co-funded by the Horizon 2020program of the European Union

Page 10: See the View (STV) Project · 2020-03-16 · See the View (STV) Project Environmental Perception for Safer and Reliable Autonomous Driving Arie Gavriely Arie.Gavriely@vayavision.com

Proprietary & Confidential | 11

Peacocks crossing the street Detecting the unexpected – Non-DNN

Page 11: See the View (STV) Project · 2020-03-16 · See the View (STV) Project Environmental Perception for Safer and Reliable Autonomous Driving Arie Gavriely Arie.Gavriely@vayavision.com

Proprietary & Confidential | 12

Urban Driving in Tel-Aviv

Page 12: See the View (STV) Project · 2020-03-16 · See the View (STV) Project Environmental Perception for Safer and Reliable Autonomous Driving Arie Gavriely Arie.Gavriely@vayavision.com

Proprietary & Confidential | 13

STV Project Objectives

Co-funded by the Horizon 2020program of the European Union

Page 13: See the View (STV) Project · 2020-03-16 · See the View (STV) Project Environmental Perception for Safer and Reliable Autonomous Driving Arie Gavriely Arie.Gavriely@vayavision.com

Proprietary & Confidential | 14

STV expected and planned performances

Co-funded by the Horizon 2020program of the European Union

Page 14: See the View (STV) Project · 2020-03-16 · See the View (STV) Project Environmental Perception for Safer and Reliable Autonomous Driving Arie Gavriely Arie.Gavriely@vayavision.com

Proprietary & Confidential | 15

STV Project plan

Co-funded by the Horizon 2020program of the European Union

Page 15: See the View (STV) Project · 2020-03-16 · See the View (STV) Project Environmental Perception for Safer and Reliable Autonomous Driving Arie Gavriely Arie.Gavriely@vayavision.com

Proprietary & Confidential | 16

STV Schedule and Gantt Chart

Co-funded by the Horizon 2020program of the European Union

Page 16: See the View (STV) Project · 2020-03-16 · See the View (STV) Project Environmental Perception for Safer and Reliable Autonomous Driving Arie Gavriely Arie.Gavriely@vayavision.com

Proprietary & Confidential | 17Proprietary & Confidential | 17

Benefits

⁺ Raw Data Fusion ⁺ The optimal method for reliable detection

⁺ Up-Sampling ⁺ Increasing LiDAR/RADAR low resolution

with smart algorithms

⁺ Detection and Classification ⁺ Most accurate and reliable detection

Better performance with current sensor set and

Roadmap for low cost system

Co-funded by the Horizon 2020program of the European Union


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