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The Quest for Video Understanding
Xiaofeng Ren
Institute of Data Science and Technologies (iDST), Alibaba Group
Alibaba
2
Alibaba Ecosystem
3
CLOUD COMPUTING OPERATING SYSTEM
DATATECHNOLOGY TEAM
Online and Mobile Commerce Platform
$
BUYERSSELLERS
Marketing
Financing &
Payment
Solution
Professional
Service Providers
Digital
Entertainment
Logistics
Mobile Browser
Location-BasedSocial Media
Weibo
Alibaba Mission
4
CLOUD COMPUTING OPERATING SYSTEM
DATATECHNOLOGY TEAM
Online and Mobile Commerce Platform
$
BUYERSSELLERS
Marketing
Financing &
Payment
Solution
Professional
Service Providers
Digital
Entertainment
Logistics
Mobile Browser
Location-BasedSocial Media
Weibo
make it easy to do business anywhere
(E-)(M-)(O-) Commerce
5
Text Image Video Interactive Media
Taobao @ 2009
7
Taobao @ 2017
8
Taobao Search: Text  Text
9
Title:茜舞2017春装新品 韩版修身公
主裙红色连衣裙 无袖打底背心裙春秋
Q:无袖蓬蓬裙连衣裙夏 a型
Title:美特斯邦威卫衣女士
春装字母拼色针织套头衫
Q:百搭灰色套头无帽卫衣女
Taobao Search: Text  Text
10
Title:茜舞2017春装新品 韩版修身公
主裙红色连衣裙 无袖打底背心裙春秋
Q:无袖蓬蓬裙连衣裙夏 a型
Title:美特斯邦威卫衣女士
春装字母拼色针织套头衫
Q:百搭灰色套头无帽卫衣女
Taobao Search: Text  Image
11
Title:茜舞2017春装新品 韩版修身公
主裙红色连衣裙 无袖打底背心裙春秋
Q:无袖蓬蓬裙连衣裙夏 a型
• Joint text and image embedding for description
• Leverage user click data to learn query-description similarity
Taobao Search: Image  Image
12
3 billion images over 100 million products, 12 million daily active users
Videos on Taobao
13
Videos on Taobao
14
• Promotional video
• Video guide on how to use product
• Documentary on how a product is made
… …
Live Streaming on Taobao
15
• Many top-selling stores have live streaming
• Allow user interaction (chat, FAQ)
• Conversion rate much higher than normal
Videos on Taobao
16
• Short videos are abundant on Xianyu (second-hand trading platform)
• Demonstrations of products; sometimes people showing skills
• Much richer information than text descriptions
Videos on Taobao
17
• Authoring tools
• Video enhancements
• Content analysis and tagging
• Video-to-text matching
… …
AR/VR on Taobao
18
Youku & Tudou: “Youtube-like”
19
Founded 2006
Founded 2005
IPO 2010
IPO 2011
Merged
2012
Joined Alibaba
2016
Youku: Video Hosting
20
30M paid members
~400M active users
700-min per month
Youku: Product Identification
21
Youku: Product Identification
22
Youku: Product Placement
23
Tudou: UPGC Sharing
24
Tudou: UPGC Sharing
25
Copyright protection
Authoring tools
Search & recommendation
… …
Cainiao Logistics
27
24 hours in China
72 hours globally
1B packages on 11/11Mission:
Robots @ Cainiao
Delivery Robots Delivery Drones
Picking Robots
Sample Video Applications
30
Digital
Entertainment
Logistics
CLOUD COMPUTING
Videos Everywhere
31
CLOUD COMPUTING OPERATING SYSTEM
DATATECHNOLOGY TEAM
Online and Mobile Commerce Platform
$
BUYERSSELLERS
Marketing
Financing &
Payment
Solution
Professional
Service Providers
Digital
Entertainment
Logistics
Mobile Browser
Location-BasedSocial Media
Weibo
DAMO Academy (including iDST):
$15B investment on R&D to solve “big problems”
Thank You!
iDST@Alibaba

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