Mais conteúdo relacionado Semelhante a Multi-media Analytics and Cognitive Computing to Provide Safe Secure Cities (Stephen Russo Technology Stream) (20) Multi-media Analytics and Cognitive Computing to Provide Safe Secure Cities (Stephen Russo Technology Stream)1. IBM Multi-Media Analytics & Cognitive
Computing for Safer Cities
IT Arena Lviv, Ukraine
Oct 2016
Stephen Russo, WW Dir Public Safety Technology Solutions
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So what is Multi-media Analytics
Multi-media implies information and data coming in many formats from various
types of sensors Visual, audio, information systems
Video and Geospacial Information
Speech recognition, transcrition and contextual understanding
Computer Vision analysis and Deep Learning
Over time, cognitive systems will simulate more of how the brain actually works and
help us solve the world's most complex problems by penetrating the complexity of
Big Data
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So what is cognitive computing?
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Pioneers and significant events have shaped where we are
today…
1974- 1980: 1st AI “Winter”
1950s 1960s 1970s 1980s 1990s 2000s 2010…
1956: “Birth” of AI
John McCarthy coins term
artificial intelligence (AI) at
Dartmouth Conference
1965: First Expert System
Stanford team led by Ed
Feigenbaum creates DENDRAL
1987- 1993: 2nd AI “Winter”
1950: Turing Test
Turing introduces way to
test for intelligent behavior
1990s: AI on www
AI-based extraction
programs prevalent on www
1997: Deep Blue
IBM Deep Blue defeats
World Chess Champion
2011: Watson
IBM’s Watson competes
and wins on Jeopardy!
2005: Autonomous Car
Stanford-built autonomous car wins
DARPA Grand Challenge
2014: Key Market Moves
IBM formation of Watson Group and
Google acquisition of Nest Labs
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The three capability areas of cognitive systems resemble the
human learning and thinking processes
6. Practical Industry Examples for Safety and Security
Collecting Information about what is happening in the
world around us
Index, tag and manage massive amounts of
Sensor data
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Surveillance systems today
7 IBM Confidential
Estimate show there are ~845 Mil
surveillance cameras in use globally
~2.4M new cameras are being deployed
annually (Does not include Cell, personal)
Over 10 Billion hours of footage being
recorded weekly
Only 3% of those cameras and sensors
have any sort of intelligence
Who is watching all this video???
Majority are passive recording devices
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Times Square NYC – Face, Car, and Pedestrian Detection and tagging
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Intelligent Vision Analytics
Smarter
Analytics for Cameras in Motion
Full Event Indexing
Advanced Color Recognition
Sophisticated Behavioral Alerts
Compound Alerting
Cognitive learning “Deep Learning”
Offline file ingestion
9
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Improves the ability to understand and respond
Rapid investigation
Combine alerts to reduce false
notifications to personnel to
improve taking action
Advanced analytics developed
for urban environments and
mass transportation to identify
individuals versus “blobs”
Months to hours
Reduce the investigation time from
months to hours based on finding
matches to indexed data
Operational optimizationSituational awareness
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Data Analytics: Objective and Continuous Interpretation
Camera Docking
Sensor Data
High Value
Intelligence
Exploration (Lead
Generation)
Intelligent Object
Redaction
Easy Retrieval of
incident videos
CollectCapture AnalyzeManage
Captured multi-media
When a police officer returns to a precinct,
• A BWC automatically connects to a cloud and uploads recorded data through a secured
Wi-Fi connection or a docking station
• A set of tagging analytics automatically analyzes the data and produces Smart Insight
Tags
• A set of insight analytics automatically highlights key incidents and cross links and
correlates them with other reports and social media from the same incident
12. © 2014 IBM Corporation
IBM Confidential
Sunglasses
13. © 2014 IBM Corporation
IBM Confidential
Light skin tone + bald + blue torso
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Demography Attribute Tagging - Gender
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Demography Attribute Tagging - Age
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Demography Attribute Tagging - Asian
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Demography Attribute Tagging - White
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Demography Attribute Tagging - Black
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Enable Easy Retrieval of Incident Videos
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Enable High Value Intelligence Exploration and Discovery
Automatic Notification
No
Record
Located
Face Matching > Threshold Face Matching < Threshold
Enrolled Face vs. captured face
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Enable Intelligent Object Redaction
The system allows selection and refinement of privacy protection for individual objects in addition to
full frame redaction
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Enable Intelligent Object Redaction
The system allows selection and refinement of privacy protection for individual objects in addition to
full frame redaction
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Enable High Value Intelligence Exploration and Discovery
24. Use Cases: Investigation Based on Vehicle Appearance
Classifying VehiclesMeasuring Actual Vehicle Height/Length and Speed
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Extensible to Dash Cam: Object Detection
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Extensible to Dash Cams
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Video analytics help identify unexpected movements such as
a rapid gatherings to better manage the crowd
Monitoring with video analytics
Identify what to watch (i.e. people gathering in certain locations or any flash mob situation)
Determine the situation for awareness (i.e. certain number in one area over a period of time)
Notify personnel to address crowd management
Identify unexpected crowd movements