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© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Julien Simon
Principal Technical Evangelist, AI and Machine Learning
@julsimon
Adding Image and Video Analysis
to your Applications
Put Machine Learning in the hands of every developer
and data scientist
Our mission
Application
Services
Platform
Services
Frameworks
&
Infrastructure
API-driven services: Vision, Language & Speech Services, Chatbots
AWS ML Stack
Deploy machine learning models with high-performance machine learning
algorithms, broad framework support, and one-click training, tuning, and
inference.
Develop sophisticated models with any framework, create managed, auto-
scaling clusters of GPUs for large scale training, or run prediction
on trained models.
Application
Services
Platform
Services
Frameworks
&
Infrastructure
API-driven services: Vision, Language & Speech Services, Chatbots
AWS ML Stack
Deploy machine learning models with high-performance machine learning
algorithms, broad framework support, and one-click training, tuning, and
inference.
Develop sophisticated models with any framework, create managed, auto-
scaling clusters of GPUs for large scale training, or run prediction
on trained models.
© 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved.
Amazon Rekognition
FREE
TIER
Amazon Rekognition
Fully
managed
service
Easy-to-use
API
Low costImage
analysis
Video
analysis
Easy-to-use deep learning-based computer vision analysis
Real-time
and batch
analysis
Amazon Rekognition Image
Object and Scene
Detection
Facial
Analysis
Face
Recognition
Text in ImageUnsafe Image
Detection
Celebrity
Recognition
Detect objects, scenes, and faces, extract text, recognize celebrities, and identify
unsafe content in images
Face
Comparison
Object & Scene Detection
Facial Analysis
Crowd Detection – up to 100 faces
Facial Search
Explicit Nudity
Nudity
Graphic Male Nudity
Graphic Female Nudity
Sexual Activity
Partial Nudity
Suggestive
Female Swimwear or Underwear
Male Swimwear or Underwear
Revealing Clothes
Image Moderation
Celebrity Recognition
Text in Image
Marinus Analytics
Marinus Analytics provides law
enforcement with tools founded in
artificial intelligence.
Traffic Jam, is a suite of tools for use by
law enforcement agencies on sex
trafficking investigations.
Before using Amazon Rekognition, their
only recourse was manual processing;
this was time-intensive or not possible.
Now, investigators are able to take
effective action by searching through
millions of records in seconds to find
victims.
http://www.marinusanalytics.com/articles/
2017/10/17/amazon-rekognition-helps-
marinus-analytics-fight-human-trafficking
Rekognition demo
© 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved.
Amazon Rekognition Video
FREE
TIER
Manually intensive Slow and error-prone Expensive
Challenges of video analysis
Temporal information lost Motion context lost
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Amazon Rekognition Video
Analyze activity, recognize, and track people in stored and live video
Object and activity
detection
Person tracking
Face recognition
Real-time
live stream
Unsafe video
detection
Celebrity
recognition
Facial
Analysis
Sky News will use Amazon
Rekognition to perform
real-time identification of
guests as they enter St.
George’s Chapel
Use case: video search index
Video Amazon S3 AWS Lambda Amazon Rekognition Video
Amazon Elasticsearch Amazon DynamoDB
1. Video is uploaded
and stored to S3
2. Amazon Rekognition Video
creates metadata for celebrities,
emotions, key topics in video with
time segments for search
4. Lambda also pushes
the metadata and confidence
scores into Elasticsearch
3. The output is persisted as
metadata into DynamoDB
to ensure durability
Indexed 99,000 people
Saves ~9,000 hours a year in labor
CSPAN: automatic footage tagging
Amazon Rekognition Video
Public safety
Recognize a person of interest across a collection
of millions in real time across hundreds of cameras
Track a person of interest across a video
Create alerts by detecting objects and activities
of interest, such as car, license plate, running, etc.
Use case: public safety immediate response
Live Street Camera Amazon Kinesis Video Streams Amazon Rekognition Video Face collection
1. Camera-captured video
streams are processed by
Kinesis Video Streams
2. Amazon Rekognition Video analyses
the video and searches faces on screen
against a collection of millions of faces
User
3. User is notified
in case of face matches
Amazon SNS AWS Lambda Amazon Kinesis
Streams
Orlando: real-time public safety
Real-time video analysis
”The City of Orlando is excited to work with
Amazon to pilot the latest in public safety
software through a unique, first-of-it's-kind
public-private partnership. Through the pilot,
Orlando will utilize Amazon Rekognition
Video and Amazon Kinesis Video Streams
technology in a way that will use existing City
resources to provide real-time detection and
notification of persons-of-interests, further
increasing public safety, and operational
efficiency opportunities for the City of
Orlando and other cities across the nation”.
John Mina, Police Chief, City of Orlando
Rekognition Video demo
https://aws.amazon.com/blogs/machine-learning/easily-perform-facial-analysis-on-live-
feeds-by-creating-a-serverless-video-analytics-environment-with-amazon-rekognition-video-
and-amazon-kinesis-video-streams
FRAMEWORKS AND INTERFACES
PLATFORM SERVICES
APPLICATION SERVICES
Amazon
Rekognition
Amazon Polly Amazon Lex
Democratization of ML
Amazon
Rekognition Video
Amazon Transcribe
Amazon Comprehend
Amazon SageMaker AWS DeepLens Amazon EMR
Deep Learning AMI
Amazon Translate
Thank you!
Julien Simon
Principal Technical Evangelist, AI and Machine Learning
@julsimon
https://aws.amazon.com/machine-learning
https://aws.amazon.com/rekognition
https://aws.amazon.com/blogs/ai
https://medium.com/@julsimon
https://youtube.com/juliensimonfr

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Adding Image and Video Analysis to your applications

  • 1. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Julien Simon Principal Technical Evangelist, AI and Machine Learning @julsimon Adding Image and Video Analysis to your Applications
  • 2. Put Machine Learning in the hands of every developer and data scientist Our mission
  • 3. Application Services Platform Services Frameworks & Infrastructure API-driven services: Vision, Language & Speech Services, Chatbots AWS ML Stack Deploy machine learning models with high-performance machine learning algorithms, broad framework support, and one-click training, tuning, and inference. Develop sophisticated models with any framework, create managed, auto- scaling clusters of GPUs for large scale training, or run prediction on trained models.
  • 4. Application Services Platform Services Frameworks & Infrastructure API-driven services: Vision, Language & Speech Services, Chatbots AWS ML Stack Deploy machine learning models with high-performance machine learning algorithms, broad framework support, and one-click training, tuning, and inference. Develop sophisticated models with any framework, create managed, auto- scaling clusters of GPUs for large scale training, or run prediction on trained models.
  • 5. © 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved. Amazon Rekognition FREE TIER
  • 6. Amazon Rekognition Fully managed service Easy-to-use API Low costImage analysis Video analysis Easy-to-use deep learning-based computer vision analysis Real-time and batch analysis
  • 7. Amazon Rekognition Image Object and Scene Detection Facial Analysis Face Recognition Text in ImageUnsafe Image Detection Celebrity Recognition Detect objects, scenes, and faces, extract text, recognize celebrities, and identify unsafe content in images Face Comparison
  • 8. Object & Scene Detection
  • 10. Crowd Detection – up to 100 faces
  • 12. Explicit Nudity Nudity Graphic Male Nudity Graphic Female Nudity Sexual Activity Partial Nudity Suggestive Female Swimwear or Underwear Male Swimwear or Underwear Revealing Clothes Image Moderation
  • 15. Marinus Analytics Marinus Analytics provides law enforcement with tools founded in artificial intelligence. Traffic Jam, is a suite of tools for use by law enforcement agencies on sex trafficking investigations. Before using Amazon Rekognition, their only recourse was manual processing; this was time-intensive or not possible. Now, investigators are able to take effective action by searching through millions of records in seconds to find victims. http://www.marinusanalytics.com/articles/ 2017/10/17/amazon-rekognition-helps- marinus-analytics-fight-human-trafficking
  • 17. © 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved. Amazon Rekognition Video FREE TIER
  • 18. Manually intensive Slow and error-prone Expensive Challenges of video analysis Temporal information lost Motion context lost
  • 19. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
  • 20. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
  • 21. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
  • 22. Amazon Rekognition Video Analyze activity, recognize, and track people in stored and live video Object and activity detection Person tracking Face recognition Real-time live stream Unsafe video detection Celebrity recognition Facial Analysis
  • 23. Sky News will use Amazon Rekognition to perform real-time identification of guests as they enter St. George’s Chapel
  • 24. Use case: video search index Video Amazon S3 AWS Lambda Amazon Rekognition Video Amazon Elasticsearch Amazon DynamoDB 1. Video is uploaded and stored to S3 2. Amazon Rekognition Video creates metadata for celebrities, emotions, key topics in video with time segments for search 4. Lambda also pushes the metadata and confidence scores into Elasticsearch 3. The output is persisted as metadata into DynamoDB to ensure durability
  • 25. Indexed 99,000 people Saves ~9,000 hours a year in labor CSPAN: automatic footage tagging
  • 26. Amazon Rekognition Video Public safety Recognize a person of interest across a collection of millions in real time across hundreds of cameras Track a person of interest across a video Create alerts by detecting objects and activities of interest, such as car, license plate, running, etc.
  • 27. Use case: public safety immediate response Live Street Camera Amazon Kinesis Video Streams Amazon Rekognition Video Face collection 1. Camera-captured video streams are processed by Kinesis Video Streams 2. Amazon Rekognition Video analyses the video and searches faces on screen against a collection of millions of faces User 3. User is notified in case of face matches Amazon SNS AWS Lambda Amazon Kinesis Streams
  • 28. Orlando: real-time public safety Real-time video analysis ”The City of Orlando is excited to work with Amazon to pilot the latest in public safety software through a unique, first-of-it's-kind public-private partnership. Through the pilot, Orlando will utilize Amazon Rekognition Video and Amazon Kinesis Video Streams technology in a way that will use existing City resources to provide real-time detection and notification of persons-of-interests, further increasing public safety, and operational efficiency opportunities for the City of Orlando and other cities across the nation”. John Mina, Police Chief, City of Orlando
  • 30. FRAMEWORKS AND INTERFACES PLATFORM SERVICES APPLICATION SERVICES Amazon Rekognition Amazon Polly Amazon Lex Democratization of ML Amazon Rekognition Video Amazon Transcribe Amazon Comprehend Amazon SageMaker AWS DeepLens Amazon EMR Deep Learning AMI Amazon Translate
  • 31. Thank you! Julien Simon Principal Technical Evangelist, AI and Machine Learning @julsimon https://aws.amazon.com/machine-learning https://aws.amazon.com/rekognition https://aws.amazon.com/blogs/ai https://medium.com/@julsimon https://youtube.com/juliensimonfr