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© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
AWS re:INVENT
What’s New with Amazon Rekognition
E a s y - t o - U s e D e e p L e a r n i n g - B a s e d I m a g e a n d V i d e o A n a l y s i s
M a r c o C a g n a & V e n k a t e s h B a g a r i a
N o v e m b e r 3 0 , 2 0 1 7
M C L 3 3 6
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Amazon Rekognition
VideoImage &
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Amazon Rekognition Image
Object and Scene
Detection
Facial
Analysis
Face
Recognition
Text in Image
Deep learning-based image recognition service
Unsafe Image
Detection
Celebrity
Recognition
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Amazon Rekognition Image
re:INVENT 2016
April 2017
June 2017
November 2017
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Amazon Rekognition Image Customers
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Boat 99.3%
Plant 95.1%
Harbor 94.8%
Yacht 78.1%
Dock 75.7%
City 72.4%
Architecture 71.8%
Urban 63.9%
Building 62.3%
Marina 60.3%
Plaza 51.1%
Spire 50.8%
Neighborhood 50.7%
Flower 50.6%
Waterfront 94.8%
Object and Scene Detection
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Label Detection – Dynamic Search Indexing
MOBILE APP AMAZON S3 AWS LAMBDA Amazon Rekognition
AMAZON ELASTICSEARCH
SERVICE
AMAZON DYNAMODB
The mobile app uploads
a new image to S3
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Facial Detection and Analysis
Image Quality
Facial Landmarks
Demographic Data Emotions
General Attributes
Facial Pose
Brightness 23.6%
Sharpness 99.9%
EyeLeft,EyeRight,Nose
RightPupil,LeftPupil
MouthRight,LeftEyeBrowUp
Bounding Box
Age Range 29-45
Gender: Male 96.5%
Happy 83.8%
Surprised 0.65%
Smile:True 23.6%
EyesOpen:True 99.8%
Beard:True 99.5%
Mustache:True 99.9%
Pitch 1.446
Roll 5.725
Yaw 4.383
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Facial Detection and Analysis - Crowd
Support for up to 100 faces
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Retail Demographics and Sentiment Analysis
Shoppers APPLICATION DetectFaces
AMAZON QUICKSIGHT AMAZON REDSHIFT AMAZON S3
The application uses in-store
cameras to capture live images of
shoppers in a retail store
DetectFaces analyzes the image and
returns demographics, facial attributes and
emotions
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Real-time face search against tens of millions of faces
Face Search
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Face Search - Public Safety
300,000+ images of previous offenders indexed in 2 days
Match time reduced from multiple days to seconds
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Face Search - Public Safety
First suspect identified within the first week
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Face Search - Public Safety
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Face Search - Media and Entertainment
A u t o m a t i n g F o o t a g e
T a g g i n g w i t h A m a z o n
R e k o g n i t i o n
Indexed 99,000 people
Saves ~9,000 hours a year in labor
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Best Practices for Faces
• Faces at least ~2% image size, minimum 25-32
pixels
• For live use cases, send image as bytes (5MB limit)
• Reduce image resolution for faster response
• Use separate Collections for separate identities
• Face Model Versioning
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Unsafe Image Detection
Female Swimwear Or Underwear 98.7%
Suggestive 98.7%
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Unsafe Image Detection
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Celebrity Recognition
Automatically recognize hundreds of thousands of global, public figures in politics, sports,
entertainment, business, and media.
Name: Jeff Bezos
MatchConfidence: 100
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Rekognition Text in Image
Extract textual content from real world images in various layouts, fonts, and styles
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Rekognition Text in Image
Extract textual content from real world images in various layouts, fonts, and styles
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Rekognition Text in Image
Extract textual content from real world images in various layouts, fonts, and styles
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Photo Upload Amazon S3 AWS Lambda
Image Search Amazon Elasticsearch
Amazon Rekognition
“Seattle”
Applications in image sharing, social media, and media and entertainment
Amazon DynamoDB
Text based Visual Search
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Identification of vehicles and products
Camera and Video
capture client
Amazon Kinesis
Streams
AWS Lambda
SMS
Notification
Amazon SNS
Amazon Rekognition
“AB123CD”
Applications in security and public safety, logistics, manufacturing
Amazon
DynamoDB
Amazon
S3
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Best Practices for Text in Image
• Focus on real world images
• Send crop for specific areas of interest
• Test multiple orientations
• Use spell-checker if interested only in dictionary
words
• Use AWS NLP APIs to detect languages, entities, key
phrases, and sentiment!
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Demo
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Developer Resources for Amazon Rekognition
Getting started https://aws.amazon.com/rekognition/getting-started/
Developer Resources https://aws.amazon.com/rekognition/developers/
AWS AI Blog – Amazon Rekognition
https://aws.amazon.com/blogs/ai/tag/amazon-rekognition/
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
THANK YOU!

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NEW LAUNCH! Feature updates for Amazon Rekognition - MCL336 - re:Invent 2017

  • 1. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. AWS re:INVENT What’s New with Amazon Rekognition E a s y - t o - U s e D e e p L e a r n i n g - B a s e d I m a g e a n d V i d e o A n a l y s i s M a r c o C a g n a & V e n k a t e s h B a g a r i a N o v e m b e r 3 0 , 2 0 1 7 M C L 3 3 6
  • 2. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Rekognition VideoImage &
  • 3. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Rekognition Image Object and Scene Detection Facial Analysis Face Recognition Text in Image Deep learning-based image recognition service Unsafe Image Detection Celebrity Recognition
  • 4. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Rekognition Image re:INVENT 2016 April 2017 June 2017 November 2017
  • 5. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Rekognition Image Customers
  • 6. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Boat 99.3% Plant 95.1% Harbor 94.8% Yacht 78.1% Dock 75.7% City 72.4% Architecture 71.8% Urban 63.9% Building 62.3% Marina 60.3% Plaza 51.1% Spire 50.8% Neighborhood 50.7% Flower 50.6% Waterfront 94.8% Object and Scene Detection
  • 7. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Label Detection – Dynamic Search Indexing MOBILE APP AMAZON S3 AWS LAMBDA Amazon Rekognition AMAZON ELASTICSEARCH SERVICE AMAZON DYNAMODB The mobile app uploads a new image to S3
  • 8. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Facial Detection and Analysis Image Quality Facial Landmarks Demographic Data Emotions General Attributes Facial Pose Brightness 23.6% Sharpness 99.9% EyeLeft,EyeRight,Nose RightPupil,LeftPupil MouthRight,LeftEyeBrowUp Bounding Box Age Range 29-45 Gender: Male 96.5% Happy 83.8% Surprised 0.65% Smile:True 23.6% EyesOpen:True 99.8% Beard:True 99.5% Mustache:True 99.9% Pitch 1.446 Roll 5.725 Yaw 4.383
  • 9. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Facial Detection and Analysis - Crowd Support for up to 100 faces
  • 10. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Retail Demographics and Sentiment Analysis Shoppers APPLICATION DetectFaces AMAZON QUICKSIGHT AMAZON REDSHIFT AMAZON S3 The application uses in-store cameras to capture live images of shoppers in a retail store DetectFaces analyzes the image and returns demographics, facial attributes and emotions
  • 11. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Real-time face search against tens of millions of faces Face Search
  • 12. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Face Search - Public Safety 300,000+ images of previous offenders indexed in 2 days Match time reduced from multiple days to seconds
  • 13. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Face Search - Public Safety First suspect identified within the first week
  • 14. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Face Search - Public Safety
  • 15. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Face Search - Media and Entertainment A u t o m a t i n g F o o t a g e T a g g i n g w i t h A m a z o n R e k o g n i t i o n Indexed 99,000 people Saves ~9,000 hours a year in labor
  • 16. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Best Practices for Faces • Faces at least ~2% image size, minimum 25-32 pixels • For live use cases, send image as bytes (5MB limit) • Reduce image resolution for faster response • Use separate Collections for separate identities • Face Model Versioning
  • 17. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Unsafe Image Detection Female Swimwear Or Underwear 98.7% Suggestive 98.7%
  • 18. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Unsafe Image Detection
  • 19. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Celebrity Recognition Automatically recognize hundreds of thousands of global, public figures in politics, sports, entertainment, business, and media. Name: Jeff Bezos MatchConfidence: 100
  • 20. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Rekognition Text in Image Extract textual content from real world images in various layouts, fonts, and styles
  • 21. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Rekognition Text in Image Extract textual content from real world images in various layouts, fonts, and styles
  • 22. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Rekognition Text in Image Extract textual content from real world images in various layouts, fonts, and styles
  • 23. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Photo Upload Amazon S3 AWS Lambda Image Search Amazon Elasticsearch Amazon Rekognition “Seattle” Applications in image sharing, social media, and media and entertainment Amazon DynamoDB Text based Visual Search
  • 24. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Identification of vehicles and products Camera and Video capture client Amazon Kinesis Streams AWS Lambda SMS Notification Amazon SNS Amazon Rekognition “AB123CD” Applications in security and public safety, logistics, manufacturing Amazon DynamoDB Amazon S3
  • 25. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Best Practices for Text in Image • Focus on real world images • Send crop for specific areas of interest • Test multiple orientations • Use spell-checker if interested only in dictionary words • Use AWS NLP APIs to detect languages, entities, key phrases, and sentiment!
  • 26. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Demo
  • 27. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Developer Resources for Amazon Rekognition Getting started https://aws.amazon.com/rekognition/getting-started/ Developer Resources https://aws.amazon.com/rekognition/developers/ AWS AI Blog – Amazon Rekognition https://aws.amazon.com/blogs/ai/tag/amazon-rekognition/
  • 28. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. THANK YOU!