More Related Content Similar to Create a Custom Celebrity List for Your Media Assets (AIM349-R1) - AWS re:Invent 2018 (20) More from Amazon Web Services (20) Create a Custom Celebrity List for Your Media Assets (AIM349-R1) - AWS re:Invent 20182. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Create a Custom Celebrity List for
Your Media Assets
Suman Koduri
Sr. Technical Account Manager
Enterprise Support, AWS
A I M 3 4 9
3. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Breakout repeats
Wednesday ,Nov 28
AIM307 - Deep Dive on Amazon Rekognition
11:30 AM - 12:30 PM | Aria West, Level 3, Juniper 1
Thursday, Nov 29
AIM421 - Build a Custom Model for Object & Logo Detection
1:45 PM - 2:45 PM | Mirage, Martinique A
Friday, Nov 30
AIM323 - Build a Searchable Image Library with Amazon Rekognition
8:30 AM - 9:30 AM | Mirage, Grand Ballroom D, Table 1
4. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Why do we need custom celebrity list?
Provide face-based verification
Recognize VIP’s
Recognize key individuals from uploaded media files
5. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Current Approach & Challenges
Speed?
Scale? Cost?Manual?
Automation?
6. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
7. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Solution Pipeline
21 3
Collect Process Transform
8. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Amazon RekognitionAmazon S3 Face collection
Faces
1. Store images of recognized people
from your own image database
2. Index individuals into a collection
Collect
9. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Amazon S3
(Media Bucket)
Amazon ElasticsearchAWS Lambda: Analysis
AWS Lambda: Commit
AWS Step FunctionsVídeos
Amazon RekognitionAmazon S3 Face collection
Faces
2. Index individuals into a collection
4. Recognize individual faces based on your uploaded files3. Store video files
Process
Collect
5. Index and store metadata on ES
1. Store images of recognized people
from your own image database
10. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
AWS LambdaAmazon API Gateway9. Visualize Metadata
Amazon RekognitionAmazon S3 Face collection
AWS Lambda: Transcode
Amazon S3
(Media Clips)
Faces
2. Index individuals into a collection
6. Clip video for specific faces
7. Transcode file to generate clips
AWS Elemental MediaConvert
Transform
Amazon S3
(Media Bucket)
Amazon ElasticsearchAWS Lambda: Analysis
AWS Lambda: Commit
AWS Step FunctionsVídeos
3. Store video files
Process
5. Index and store metadata on ES
Collect
8. Collection of Custom
Celebrity clips
1. Store images of recognized people
from your own image database
4. Recognize individual faces based on your uploaded files
Visualize
11. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
12. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
AWS LambdaAmazon API Gateway9. Visualize Metadata
Amazon RekognitionAmazon S3 Face collection
AWS Lambda: Transcode
Amazon S3
(Media Clips)
Faces
2. Index individuals into a collection
6. Clip video for specific faces
7. Transcode file to generate clips
AWS Elemental MediaConvert
Amazon S3
(Media Bucket)
Amazon ElasticsearchAWS Lambda: Analysis
AWS Lambda: Commit
AWS Step FunctionsVídeos
3. Store video files
5. Index and store metadata on ES
Collect
8. Collection of Custom
Celebrity clips
1. Store images of recognized people
from your own image database
4. Recognize individual faces based on your uploaded files
13. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
AWS LambdaAmazon API Gateway9. Visualize Metadata
AWS Lambda: Transcode
Amazon S3
(Media Clips)
6. Clip video for specific faces
7. Transcode file to generate clips
AWS Elemental MediaConvert
Amazon S3
(Media Bucket)
Amazon ElasticsearchAWS Lambda: Analysis
AWS Lambda: Commit
AWS Step FunctionsVídeos
3. Store video files
5. Index and store metadata on ES
Analyze
8. Collection of Custom
Celebrity clips
4. Recognize individual faces based on your uploaded files
Logo or Object detection using a custom model running on SageMaker or EC2
Amazon SageMaker
NVIDIA
Tesla V100 GPUs
(14x faster than P2)
P3 Machine Learning
AMIs
14. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
15. Thank you!
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
• @sumankoduri
• https://www.linkedin.com/in/sumankoduri
Suman Koduri (skkoduri@amazon.com)