Date post: | 15-Apr-2017 |
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© 2016 Nexar Inc. All Rights Reserved. Proprietary and Confidential.
The Nexar App- Building the world’s OTT crowdsourced driving network
13 million+ road video
miles
600,000+ unique tagged
incidents
+3.6 Billion street views
3 main cities SF, NY, TLV
Headcount 40
Brain power 16 PhD / MSc
Investment $14.5M
DeepDrive Berkeley member
© 2016 Nexar Inc. All Rights Reserved. Proprietary and Confidential. 3
What we do! Help Drivers with collisions
! Collision Reconstruction (for streamlined claims/discounted insurance) - based on IMU sensors only, or fusing IMU + camera
! Real time warning to drivers (e.g. Forward Collision Warning) based on our vehicle to vehicle network based or our machine vision to prevent collisions
! Help Drivers drive safer! Collect Safe Milestm
! Calculate a context-aware Driving Score ! Teams features: live alerts, (coaching coming soon)
! Provide a new level of road insight! Massive Road Imagery & Data ! New layers of mapping: Dangerous intersections, Live obstacles, traffic lights, potholes & road features ! Accurate positioning (much better than vanilla GPS) ! Scene understanding
! Can leverage IMU sensors and camera, or IMU sensors only
Collision Reconstruction
© 2016 Nexar Inc. All Rights Reserved. Proprietary and Confidential. 5
Collision Reconstruction™ (Based on IMU sensors only)
© 2016 Nexar Inc. All Rights Reserved. Proprietary and Confidential. 6
Nexar’s High Fidelity Collision Report™
© 2016 Nexar Inc. All Rights Reserved. Proprietary and Confidential. 7
Safe Miles & Driving Score
© 2016 Nexar Inc. All Rights Reserved. Proprietary and Confidential. 9
Safe MilesContinuous & Contextual• Current driving scores are focused on extreme events (hard brake, hard
acceleration etc.) with low predictive value, and lack any context (why the event happened)
• At Nexar we are building a holistic driving score incorporating • Continuous headway distance • Lane changes • Velocity relative to the nearby swarm
• ‘Safe Mile’ - a mile driven in a safe environment, maintaining distance, and driving according to road conditions
© 2016 Nexar Inc. All Rights Reserved. Proprietary and Confidential.
• Usage-Based Insurance (UBI)• Current model is proven, but not scalable:
• Complex rollout: dedicated hardware installation (OBD / Black-Box) • Low accuracy: infrequent data collection (0.5Hz) • Low reliability: uses low fidelity measures such as hard brakes and
accelerations • Potential 30%+ savings in policy premiums & standard in commercial insurance • A context-aware driving score that is both accurate and scalable
• Empowers coaching • Our First insurance deal provides our Pro drivers in NYC $500 discount in
premiums
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Accurate, Scalable Personalized Insurance
Forward Collision Warning
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Forward Collision Warning
The Largest Road Dataset Around
© 2016 Nexar Inc. All Rights Reserved. Proprietary and Confidential.
• We focus on specific cities - SF and NYC:• To grow a dense V2V network • Demonstrate Impact at the city level
• The Manhattan Case Study:• 2,500 hours/day, 15,000 hours/week • 25,000-30,000 Miles/day • Will double by Q1 • 508 Miles of road • Meaning: on average we visit every Manhattan
mile over 50 times a day
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Nexar’s Data Breadth & Depth: City Focus
© 2016 Nexar Inc. All Rights Reserved. Proprietary and Confidential.
Breadth & Depth• Processed 500,000+ unique incidents in 146 countries and 2800 cities. • Building a highly strategic massive training dataset:
• Google (2,500,000 Miles) vs Nexar (10,250,000 Miles) • Google (10,000 Miles/wk) vs Nexar (500,000 Miles/wk) • 3B+ StreetView Images • 1.5M Driving Hours a year. 3M by Q1. Over 6M by EOY 2017
Datasets• Real world incidents, analyzed and classified • Recurring place/time image database • Road topography analysis • Real world individual driving behavior
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Nexar’s Data Breadth & Depth: General
Launch
Next Gen Mapping
© 2016 Nexar Inc. All Rights Reserved. Proprietary and Confidential. 17
San Francisco Dangerous Intersections Map
© 2016 Nexar Inc. All Rights Reserved. Proprietary and Confidential.
• Detecting Ride Obstacles like Garbage Trucks/Blocked Lanes for 3rd party routing: • Crowdsource events -> Analyze -> Report near real-time (2 min SLA) • Create a training set for automatic obstacle detections model • Auto detection -> Real-time events • First partner - Via in NYC
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Real-Time Events Firehose - Obstacles/Routing Case Study
© 2016 Nexar Inc. All Rights Reserved. Proprietary and Confidential.
High fidelity/Wide Scale Mapping
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Accurate Mapping
Fused IMU + Sensor Map + GPS
Dead reckoning improves accuracy and addresses data loss & noise
© 2016 Nexar Inc. All Rights Reserved. Proprietary and Confidential.
See and Feel the Road
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Road Features (e.g. Potholes)
© 2016 Nexar Inc. All Rights Reserved. Proprietary and Confidential. 21
Granular Driving Patterns
Nexar Data Platform
© 2016 Nexar Inc. All Rights Reserved. Proprietary and Confidential.
• Data Sharing• We provide worldwide annotated and labeled road data sets including
videos, imagery and sensor data
• Model Sharing• Foster collaboration in building the most robust scene understanding and
deep learning models
• Benchmarking• A testing, scoring and benchmarking platform for autonomous driving
algorithms, with test cases from over 100 countries
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The Nexar Data Platform for Autonomous Vehicles and Insurance
© 2016 Nexar Inc. All Rights Reserved. Proprietary and Confidential.
Deep Learning Training Sets & Benchmarking with a Global Footprint
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Autonomous Vehicles
The Nexar Building Blocks - Sensor Fusion, Machine Vision,
V2V real-time networking
© 2016 Nexar Inc. All Rights Reserved. Proprietary and Confidential.
See and Feel the Road
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Nexar Sensor Fusion High Quality Profiling Using the Smartphone’s Built-In Sensors + Connectivity
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© 2016 Nexar Inc. All Rights Reserved. Proprietary and Confidential. 30
Nexar Positioning Using 9 Channels
Thank You