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Nexar - The Future of Mobility

Date post: 15-Apr-2017
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Page 1: Nexar - The Future of Mobility
Page 2: Nexar - The Future of Mobility

© 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

Page 3: Nexar - The Future of Mobility

© 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

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Collision Reconstruction

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© 2016 Nexar Inc. All Rights Reserved. Proprietary and Confidential. 5

Collision Reconstruction™ (Based on IMU sensors only)

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© 2016 Nexar Inc. All Rights Reserved. Proprietary and Confidential. 6

Nexar’s High Fidelity Collision Report™

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© 2016 Nexar Inc. All Rights Reserved. Proprietary and Confidential. 7

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Safe Miles & Driving Score

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© 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

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© 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

10

Accurate, Scalable Personalized Insurance

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Forward Collision Warning

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© 2016 Nexar Inc. All Rights Reserved. Proprietary and Confidential. 12

Forward Collision Warning

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The Largest Road Dataset Around

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© 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

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© 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

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Next Gen Mapping

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© 2016 Nexar Inc. All Rights Reserved. Proprietary and Confidential. 17

San Francisco Dangerous Intersections Map

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© 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

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© 2016 Nexar Inc. All Rights Reserved. Proprietary and Confidential.

High fidelity/Wide Scale Mapping

19

Accurate Mapping

Fused IMU + Sensor Map + GPS

Dead reckoning improves accuracy and addresses data loss & noise

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© 2016 Nexar Inc. All Rights Reserved. Proprietary and Confidential.

See and Feel the Road

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Road Features (e.g. Potholes)

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© 2016 Nexar Inc. All Rights Reserved. Proprietary and Confidential. 21

Granular Driving Patterns

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Nexar Data Platform

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© 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

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© 2016 Nexar Inc. All Rights Reserved. Proprietary and Confidential.

Deep Learning Training Sets & Benchmarking with a Global Footprint

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Autonomous Vehicles

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The Nexar Building Blocks - Sensor Fusion, Machine Vision,

V2V real-time networking

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© 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

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Thank You


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