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多くの検証で見えてきた
AI 活用のポイント
- Video Indexer update -
畠山 大有 | Daiyu Hatakeyama | dahatake
日本マイクロソフト株式会社
Cloud Solution Architect
Perception Cognition
メタデータ
 Video and Audio
 Machine learning
Azure
 A service and a platform
Machine Learning Model
Auto lang identification
Detect spoken language &
support multi language content
Transcript Translation
Convert speech to text in 10
languages and allow extensions
Transcription/Captioning
Create captions in three formats:
vtt, ttml, srt
Two channels processing
Auto detect, balancing, separate
transcript and merge to single
timeline
Noise reduction
Clear up telephony audio or
noisy recordings (based on
Skype filters)
Transcript customization
Fit to Industry, market and
domain specific terms
Speaker enumeration
Map and understand who spoke
when
Speaker statistics
Statistics for speakers speech
ratios in the audio
Visual text/ OCR
Extract and group text that
appears in video as overlay,
slides or background
Keyword extraction
Find out the keywords discussed
in each segment
Sentiment analysis
Compare levels of positive vs
negative spoken or written
moments over the timeline
Visual content moderation
Detect explicit visuals such
nudity and racy content
Object identification
Tag objects such as cat, table,
car, ball etc. when they appear
Brand detection
Track brand mentions in speech
or on screen overheads with
option to customize
Celebrity identification
Identify celebrities and see their
biography
Keyframe extraction
Auto detection of stable
keyframes in a movie
Shot detection
Detect when a shot starts/ends
based on visual analysis
Black frame detection
Identification of black frames in
a movie
Audio effects
Identify audio effects such as
clapping, silence, speech
Thumbnail extraction
Automatically extract best face
selection image
Artifacts
Rich next level of details via
artifact files
Inline editing
Make manual fixes for errors
detected
Sub-clipping
Source video is stored once for
multiple playlists of video
segments
Translation
immediate translate of source to
54 languages
Search
Understand the context of
search results
Widgets
Easily embed delightful widgets
of the insights and player
Recommendations
Find more videos with similar
people discussing similar topics
Topic inferencing
Identify main topics of the video
Emotions identification
Detect emotions expressed in
speech, vocal signals and facial
expressionsModels Services Coming soon
Custom face identification
Customize face identification
model
Face detection
Detect and group faces in the
video
Rest API
Easily integrate with your
application with REST API
Text content moderation
Detect explicit text in audio
絞り込
み
検索 を助けるもの
絞り込み への道
Id Color Manufacturer Description
1 White Adventure Works Adventure Works 謹製の
この新型バイクは…
2 White Contoso Contro 社がついにハイ
パーロード対応の新型機
を発売…
3 Yellow Fabrikam この冬。雪道オフロード
も気にしない最強バイク
が登場…
Named Entity
Extraction
Recommendation <- 行動履歴
Dataset = 要
特徴を増やすこと
で、解析や
機械学習に
利用しやすくなる!
Video Indexer が作るメタデータ群
Auto lang identification
Detect spoken language &
support multi language content
Transcript Translation
Convert speech to text in 10
languages and allow extensions
Transcription/Captioning
Create captions in three formats:
vtt, ttml, srt
Two channels processing
Auto detect, balancing, separate
transcript and merge to single
timeline
Noise reduction
Clear up telephony audio or
noisy recordings (based on
Skype filters)
Transcript customization
Fit to Industry, market and
domain specific terms
Speaker enumeration
Map and understand who spoke
when
Speaker statistics
Statistics for speakers speech
ratios in the audio
Visual text/ OCR
Extract and group text that
appears in video as overlay,
slides or background
Keyword extraction
Find out the keywords discussed
in each segment
Sentiment analysis
Compare levels of positive vs
negative spoken or written
moments over the timeline
Visual content moderation
Detect explicit visuals such
nudity and racy content
Object identification
Tag objects such as cat, table,
car, ball etc. when they appear
Brand detection
Track brand mentions in speech
or on screen overheads with
option to customize
Celebrity identification
Identify celebrities and see their
biography
Keyframe extraction
Auto detection of stable
keyframes in a movie
Shot detection
Detect when a shot starts/ends
based on visual analysis
Black frame detection
Identification of black frames in
a movie
Audio effects
Identify audio effects such as
clapping, silence, speech
Thumbnail extraction
Automatically extract best face
selection image
Artifacts
Rich next level of details via
artifact files
Inline editing
Make manual fixes for errors
detected
Sub-clipping
Source video is stored once for
multiple playlists of video
segments
Translation
immediate translate of source to
54 languages
Search
Understand the context of
search results
Widgets
Easily embed delightful widgets
of the insights and player
Recommendations
Find more videos with similar
people discussing similar topics
Topic inferencing
Identify main topics of the video
Emotions identification
Detect emotions expressed in
speech, vocal signals and facial
expressionsModels Services Coming soon
Custom face identification
Customize face identification
model
Face detection
Detect and group faces in the
video
Rest API
Easily integrate with your
application with REST API
Text content moderation
Detect explicit text in audio
AI と 人 のコラボレーション
AI と 人 のコラボレーション
写真の
Upload
映っているも
のはどれです
か?
AI と 人 のコラボレーション
写真の
Upload
映っているも
のはどれです
か?
AI と 人 のコラボレーション
写真の
Upload
映っているも
のはどれです
か?
AI everywhere
User Experience 向上
カスタマイ
ズ
秘訣
vi.microsoft.com
© 2018 Microsoft Corporation. All rights reserved. Microsoft, Windows, Windows Vista and other product names are or may be registered trademarks and/or trademarks in the U.S. and/or other countries.
The information herein is for informational purposes only and represents the current view of Microsoft Corporation as of the date of this presentation. Because Microsoft must respond to changing market conditions, it should not be interpreted to be a
commitment on the part of Microsoft, and Microsoft cannot guarantee the accuracy of any information provided after the date of this presentation.
MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.

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InterBEE 2018 - Microsoft Booth mini-session - AI活用のポイント - update on 11/16

  • 1. 多くの検証で見えてきた AI 活用のポイント - Video Indexer update - 畠山 大有 | Daiyu Hatakeyama | dahatake 日本マイクロソフト株式会社 Cloud Solution Architect
  • 3.
  • 5.
  • 6.  Video and Audio  Machine learning Azure  A service and a platform
  • 7. Machine Learning Model Auto lang identification Detect spoken language & support multi language content Transcript Translation Convert speech to text in 10 languages and allow extensions Transcription/Captioning Create captions in three formats: vtt, ttml, srt Two channels processing Auto detect, balancing, separate transcript and merge to single timeline Noise reduction Clear up telephony audio or noisy recordings (based on Skype filters) Transcript customization Fit to Industry, market and domain specific terms Speaker enumeration Map and understand who spoke when Speaker statistics Statistics for speakers speech ratios in the audio Visual text/ OCR Extract and group text that appears in video as overlay, slides or background Keyword extraction Find out the keywords discussed in each segment Sentiment analysis Compare levels of positive vs negative spoken or written moments over the timeline Visual content moderation Detect explicit visuals such nudity and racy content Object identification Tag objects such as cat, table, car, ball etc. when they appear Brand detection Track brand mentions in speech or on screen overheads with option to customize Celebrity identification Identify celebrities and see their biography Keyframe extraction Auto detection of stable keyframes in a movie Shot detection Detect when a shot starts/ends based on visual analysis Black frame detection Identification of black frames in a movie Audio effects Identify audio effects such as clapping, silence, speech Thumbnail extraction Automatically extract best face selection image Artifacts Rich next level of details via artifact files Inline editing Make manual fixes for errors detected Sub-clipping Source video is stored once for multiple playlists of video segments Translation immediate translate of source to 54 languages Search Understand the context of search results Widgets Easily embed delightful widgets of the insights and player Recommendations Find more videos with similar people discussing similar topics Topic inferencing Identify main topics of the video Emotions identification Detect emotions expressed in speech, vocal signals and facial expressionsModels Services Coming soon Custom face identification Customize face identification model Face detection Detect and group faces in the video Rest API Easily integrate with your application with REST API Text content moderation Detect explicit text in audio
  • 8.
  • 9.
  • 11. 絞り込み への道 Id Color Manufacturer Description 1 White Adventure Works Adventure Works 謹製の この新型バイクは… 2 White Contoso Contro 社がついにハイ パーロード対応の新型機 を発売… 3 Yellow Fabrikam この冬。雪道オフロード も気にしない最強バイク が登場… Named Entity Extraction
  • 12.
  • 15. Video Indexer が作るメタデータ群 Auto lang identification Detect spoken language & support multi language content Transcript Translation Convert speech to text in 10 languages and allow extensions Transcription/Captioning Create captions in three formats: vtt, ttml, srt Two channels processing Auto detect, balancing, separate transcript and merge to single timeline Noise reduction Clear up telephony audio or noisy recordings (based on Skype filters) Transcript customization Fit to Industry, market and domain specific terms Speaker enumeration Map and understand who spoke when Speaker statistics Statistics for speakers speech ratios in the audio Visual text/ OCR Extract and group text that appears in video as overlay, slides or background Keyword extraction Find out the keywords discussed in each segment Sentiment analysis Compare levels of positive vs negative spoken or written moments over the timeline Visual content moderation Detect explicit visuals such nudity and racy content Object identification Tag objects such as cat, table, car, ball etc. when they appear Brand detection Track brand mentions in speech or on screen overheads with option to customize Celebrity identification Identify celebrities and see their biography Keyframe extraction Auto detection of stable keyframes in a movie Shot detection Detect when a shot starts/ends based on visual analysis Black frame detection Identification of black frames in a movie Audio effects Identify audio effects such as clapping, silence, speech Thumbnail extraction Automatically extract best face selection image Artifacts Rich next level of details via artifact files Inline editing Make manual fixes for errors detected Sub-clipping Source video is stored once for multiple playlists of video segments Translation immediate translate of source to 54 languages Search Understand the context of search results Widgets Easily embed delightful widgets of the insights and player Recommendations Find more videos with similar people discussing similar topics Topic inferencing Identify main topics of the video Emotions identification Detect emotions expressed in speech, vocal signals and facial expressionsModels Services Coming soon Custom face identification Customize face identification model Face detection Detect and group faces in the video Rest API Easily integrate with your application with REST API Text content moderation Detect explicit text in audio
  • 16.
  • 17. AI と 人 のコラボレーション
  • 18. AI と 人 のコラボレーション 写真の Upload 映っているも のはどれです か?
  • 19. AI と 人 のコラボレーション 写真の Upload 映っているも のはどれです か?
  • 20. AI と 人 のコラボレーション 写真の Upload 映っているも のはどれです か?
  • 21. AI everywhere User Experience 向上 カスタマイ ズ
  • 24. © 2018 Microsoft Corporation. All rights reserved. Microsoft, Windows, Windows Vista and other product names are or may be registered trademarks and/or trademarks in the U.S. and/or other countries. The information herein is for informational purposes only and represents the current view of Microsoft Corporation as of the date of this presentation. Because Microsoft must respond to changing market conditions, it should not be interpreted to be a commitment on the part of Microsoft, and Microsoft cannot guarantee the accuracy of any information provided after the date of this presentation. MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.

Editor's Notes

  1. Microsoft Build 2016