Video Analytics towards Vision Zero
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1 Video Analytics towards Vision Zero PSRC Toolbox Peer Networking Series July 20, 2017 Franz Loewenherz Principal Planner City of Bellevue, WA
2 Winter/Spring 2017: Launch Public Facing Webpage 2
3 Worldwide: Traffic Fatalities Leading Causes of Death (2004) 3
4 USA: Traffic Fatalities 50,000 40,000 42,708 41,259 37,423 33,883 32,999 32,479 33,561 32,719 32,675 35,092 40,200 30,000 20,000 10, NHTSA, Impact of Crashes (2010): Economic Cost: $242B; Societal Harm: $836B 4
5 Bellevue Resolution No WHEREAS, the worldwide Vision Zero movement is founded on the belief that death and injury on city streets is unacceptable and preventable The City of Bellevue endorses Vision Zero as part of a comprehensive effort to strive to achieve zero traffic deaths and serious injuries on Bellevue streets by
6 Bellevue Ordinance No Prepare and implement a Vision Zero Action Plan that incorporates the 6 Es and includes a clear purpose, outcomes, community involvement, action items and performance measures Update Vision Zero strategies periodically Provide Vision Zero status reports that aggregate and analyze data, document efforts, and communicate progress to the City Council and to the community VISION ZERO BELLEVUE 4
7 Bellevue ITS Master Plan: Stages in Smart City Development 5
8 Traditional Crash Reporting Process 5
9 Crash Based Approach: Lakemont Interchange Case Study From 2005 through 2010 there were 60 collisions recorded by the Bellevue Police Department and the WSP at this location. In 2013, WSDOT built a new roundabout at the intersection of the WB I-90 on- and off-ramps and WLSP SE/180 Ave SE. 6
10 Vision Zero: Reframing Traffic Deaths & Injuries as Preventable Amy Carlson, Vice President, CH2M HILL 10
11 Conflict-Based Approach: Don t Wait For Crashes to Happen Hyden s Safety Pyramid (adapted from Hyden, 1987) 8
12 Conflict-Based Approach: Public Involvement Strategy Total Points Placed Ped Facilities % Bike Facilities % Ped Behaviors 57 4% Bike Behaviors 22 1% Car Behaviors % Total
13 Conflict-Based Approach: Video Analytics Strategy Leverage a city s existing traffic camera system to simultaneously: monitor counts and travel speed of all road user groups (vehicle, pedestrian, and bicycle); document the directional volume of all road user groups as they move through an intersection; and, assess unsafe near-miss trajectories and interactions between all road user groups. 10
14 Partnership Momentum 11
15 Trajectory Detection & Turning Movement Counts 12
16 Volume Charts 13
17 Near-Miss Detection 14
18 Near-Miss Detection 15
19 Partnership Approach Milestone 1: Demonstrate the capability of vision technologies by detecting relevant events in the sample traffic videos (e.g., detecting cars, pedestrians, and bikes and tracking their movements). Milestone 2: Demonstrate an end-to-end system that will, continuously in real-time, detect and store the events, and present aggregated information. Milestone 3: Pilot deployment of end-to-end system in the City of Bellevue traffic control center. The system will run off of a live feed. Milestone 4: Support additional scenarios (e.g., near-collisions of cars with pedestrians and bikes or patterns of bikers crossing a busy intersection). 16
20 Traffic Analytics Dashboard 17
21 Traffic Analytics Dashboard 18
22 Traffic Analytics Dashboard 19
23 Object Classification Accuracy 20
24 How Neural Networks Work 21
25 Summer 2017: ITE Website 22
26 Crowdsourcing Promotion 23
27 24
28 Summer 2017: Crowdsourcing Initiative 26
29 Fall 2017: Classify Near-Miss Events Time to Collision (Matsui et al., 2013) Post Encroachment Time (Van der Horst et. al., 2014) Swedish Conflict Technique (Hyden et. al., 1987) 22
30 Deployment Bellevue s Strategy: Vision Trusted Zero Initiative: Data Platform From Video Analytics to Corrective Measures 30
31 Bellevue s For More Vision Information Zero Initiative: From Video Analytics to Corrective Measures Franz Loewenherz Transportation Department floewenherz@bellevuewa.gov
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