Polemic tweet - IFIP Interact 2013

56
PolemicTweet Video Annotation and Analysis through tagged Tweets Samuel Huron, Petra Isenberg, Jean Daniel Fekete 06/09/13 IFIP Interact 2013 – Polemic tweet

description

We present PolemicTweet a system with an encompassing, economic, and engaging approach to video tagging and analysis. Annotating and tag- ging videos manually is a boring and time-consuming process. Yet, in the last couple of years the audiences of events—such as academic conferences—have begun to produce unexploited metadata in the form of micropost activities. With PolemicTweet we explore the use of tagged microposts for both video annotation and browsing aid. PolemicTweet is a system 1) to crowd source conference video tagging with structured sentiment metadata, 2) to engage audiences in a tagging process, and 3) to visualize these annotations for browsing and analyzing a video. We describe the the system and its components as well as the results from a one-year live deployment in 27 different events.

Transcript of Polemic tweet - IFIP Interact 2013

Page 1: Polemic tweet - IFIP Interact 2013

PolemicTweet Video Annotation and Analysis

through tagged Tweets

Samuel Huron, Petra Isenberg, Jean Daniel Fekete

06/09/13 IFIP Interact 2013 – Polemic tweet

Page 2: Polemic tweet - IFIP Interact 2013

.

05/09/2013 IFIP Interact 2013 – Polemic tweet

Page 3: Polemic tweet - IFIP Interact 2013

Petra Isenberg INRIA @dr_pi

Raphael Velt IRI @raphv

Yves Marie Haussonne IRI @ymh_work

Authors and Contributors

Samuel Huron INRIA - IRI @cybunk

Jean Daniel Fekete INRIA @jdfaviz

Page 4: Polemic tweet - IFIP Interact 2013

06/09/13 IFIP Interact 2013 – Polemic tweet

At IRI we organize seminars on subjects such as

philosophy, design, and digital cultures. !

Page 5: Polemic tweet - IFIP Interact 2013

SITUATION

05/09/2013 IFIP Interact 2013 – Polemic tweet

Page 6: Polemic tweet - IFIP Interact 2013

05/09/2013 IFIP Interact 2013 – Polemic tweet

SITUATION

Page 7: Polemic tweet - IFIP Interact 2013

05/09/2013

IFIP Interact 2013 – Polemic tweet

Previous process

1. Videotape the seminar

2. Manually annotate and tag

3. Publish the video online and let user annotate

Page 8: Polemic tweet - IFIP Interact 2013

06/09/13 IFIP Interact 2013 – Polemic tweet

Page 9: Polemic tweet - IFIP Interact 2013

PROBLEM

05/09/2013 IFIP Interact 2013 – Polemic tweet

Page 10: Polemic tweet - IFIP Interact 2013

05/09/2013

IFIP Interact 2013 – Polemic tweet

Problem

2. Annotating a video manually is boring and time-consuming

1. Browsing a video after a conference is difficult

3. Tagging and structuring annotations are even more boring

Page 11: Polemic tweet - IFIP Interact 2013

Inspiration: Microblogging activities

05/09/2013

IFIP Interact 2013 – Polemic tweet

Communication devices

Page 12: Polemic tweet - IFIP Interact 2013

Motivation

05/09/2013

IFIP Interact 2013 – Polemic tweet

3. Provide an easily accessible system from annotation to video analysis.

2. Provide a visual backchannel to incite people to tag their tweets.

1. Engage the audience: crowdsource video annotation and tagging by tweet.

Page 13: Polemic tweet - IFIP Interact 2013

A certain type of tag: Sentiments

06/09/13 IFIP Interact 2013 – Polemic tweet

Page 14: Polemic tweet - IFIP Interact 2013

Current approaches to extract sentiments

Human analysis

Natural Language Processing

Page 15: Polemic tweet - IFIP Interact 2013

Our need

  Fast   Language agnostic   Accurate   Cheap

06/09/13 IFIP Interact 2013 – Polemic tweet

Page 16: Polemic tweet - IFIP Interact 2013

Why not ask the tweet autor ?

Cost Benefit

- Fast - Language agnostic - Accurate - Cheap, cost is distributed

- Require user effort - Low recall

Page 17: Polemic tweet - IFIP Interact 2013

DESIGN

05/09/2013 IFIP Interact 2013 – Polemic tweet

Page 18: Polemic tweet - IFIP Interact 2013

Design Goals:

05/09/2013 IFIP Interact 2013 – Polemic tweet

1. To crowdsource conference video tagging with structured sentiment metadata.

2. To engage audiences in the tagging process.

3. To visualize annotations for browsing and analyzing the video.

Page 19: Polemic tweet - IFIP Interact 2013

0. Service Design

1. A special syntax to enhance tweets

4. A video player with a visualization

2. A social protocol to organize the event over time

3. A real time visualization to read and write tweets

Page 20: Polemic tweet - IFIP Interact 2013

05/09/2013 IFIP Interact 2013 – Polemic tweet

1. Syntax properties and description:

Green Agreement ++

Red Disagreement --

Yellow References ==

Blue Questions ??

Tag Semantic Color

  Simple

  Brief

  Neutral   Easy to parse

  Expressive

  Unambiguous

Design Rational

Page 21: Polemic tweet - IFIP Interact 2013

2. Social Protocol

05/09/2013 IFIP Interact 2013 – Polemic tweet

A. Before the talk: Instruct the crowd.

B. During the talk: Crowdsource the video tagging with a backchannel.

C. After the talk: Publish on a web video player.

Page 22: Polemic tweet - IFIP Interact 2013

Instruct the crowd

05/09/2013 IFIP Interact 2013 – Polemic tweet

  The network access policy

  The Twitter hashtag

  The website URL

  The tags

Page 23: Polemic tweet - IFIP Interact 2013

3. Backchannel: Real Time Visualization

Page 24: Polemic tweet - IFIP Interact 2013

3. Backchannel: Real Time Visualization

Page 25: Polemic tweet - IFIP Interact 2013

3. Backchannel: Real Time Visualization

Page 26: Polemic tweet - IFIP Interact 2013

3. Backchannel: Real Time Visualization

Page 27: Polemic tweet - IFIP Interact 2013

3. Backchannel: Real Time Visualization

Page 28: Polemic tweet - IFIP Interact 2013

3. Backchannel: Real Time Visualization

Page 29: Polemic tweet - IFIP Interact 2013

3. Backchannel: Real Time Visualization

Page 30: Polemic tweet - IFIP Interact 2013

4. Metadata Video Player

http://goo.gl/zyJYCZ

Page 31: Polemic tweet - IFIP Interact 2013

4. Metadata Video Player

http://goo.gl/zyJYCZ

Page 32: Polemic tweet - IFIP Interact 2013

4. Metadata Video Player

http://goo.gl/zyJYCZ

Page 33: Polemic tweet - IFIP Interact 2013

4. Metadata Video Player

http://goo.gl/zyJYCZ

Page 34: Polemic tweet - IFIP Interact 2013

DEPLOYMENT

05/09/2013 IFIP Interact 2013 – Polemic tweet

Page 35: Polemic tweet - IFIP Interact 2013

25 to Attendees per event

05/09/2013 IFIP Interact 2013 – Polemic tweet

27 Events

9088 Tweets recorded

300 1012 Unique Twitter users

Deployment

Page 36: Polemic tweet - IFIP Interact 2013

EVALUATION

05/09/2013 IFIP Interact 2013 – Polemic tweet

Page 37: Polemic tweet - IFIP Interact 2013

05/09/2013 IFIP Interact 2013 – Polemic tweet

Questions

1. Is the system sufficiently engaging?

3. What is the impact of presenting tweets and tags on a web video player?

2. Does the visual backchannel incite people to add tags?

Page 38: Polemic tweet - IFIP Interact 2013

Data Collection

05/09/2013

IFIP Interact 2013 – Polemic tweet

Record tweets sent during the events

Log the user interaction on the web video player

Two web surveys, one for participants, one for organizers

Page 39: Polemic tweet - IFIP Interact 2013

RESULT

IFIP Interact 2013 – Polemic tweet 05/09/2013

Page 40: Polemic tweet - IFIP Interact 2013

Question 1: Is the system sufficiently engaging?

05/09/2013 IFIP Interact 2013 – Polemic tweet

0.2 to 7.94 Tweets per minute

0.12 to 2.13 Tags per minute

40% Tweets using our syntax

35 to 45 % Of all individuals used our syntaxe

Page 41: Polemic tweet - IFIP Interact 2013

05/09/2013

IFIP Interact 2013 – Polemic tweet

Question 1: Is the system sufficiently engaging?

•  Type of Audience. (size, culture, equipment, incentive, distribution) •  Type of Speaker and Twitter Reaction. •  Type of Content. •  Observance of the PT Protocol.

Influential factors for engagement

Page 42: Polemic tweet - IFIP Interact 2013

Question 2: Does the visual backchannel incite people to add tags?

05/09/2013

IFIP Interact 2013 – Polemic tweet

Page 43: Polemic tweet - IFIP Interact 2013

05/09/2013

IFIP Interact 2013 – Polemic tweet

Question 3: What is the impact of presenting tweets and tags on a web video player?

Page 44: Polemic tweet - IFIP Interact 2013

05/09/2013

IFIP Interact 2013 – Polemic tweet

Question 3: What is the impact of presenting tweets and tags on a web video player?

Visualization User seek activity

?

Page 45: Polemic tweet - IFIP Interact 2013

05/09/2013

IFIP Interact 2013 – Polemic tweet

Question 3: What is the impact of presenting tweets and tags on a web video player?

TODO: Figures p < 0.1 p < 0.1 p < 0.1

0.1 < p < 0.5 0.1 < p < 0.5 P > 0.1

Page 46: Polemic tweet - IFIP Interact 2013

CONCLUSION

05/09/2013 IFIP Interact 2013 – Polemic tweet

Page 47: Polemic tweet - IFIP Interact 2013

The Evaluation was challenging

05/09/2013

IFIP Interact 2013 – Polemic tweet

  Deployed in the wild   Long period of time   Design change over time   Real life users   Real life setting

Because

Page 48: Polemic tweet - IFIP Interact 2013

Result!

1.The system engaged the audience to provide data for crowdsourced video tagging.

2. The visual backchannel incited people to tag their tweets and thus provided an annotation structure.

3. The media player augmented with the annotated tweet visualization was considered a significant improvement over traditional video players.

Page 49: Polemic tweet - IFIP Interact 2013

Next steps

05/09/2013

IFIP Interact 2013 – Polemic tweet

As classroom presentations.

Synchronous web seminar.

Public debates, and social TV.

Page 50: Polemic tweet - IFIP Interact 2013

Possible optimizations:

05/09/2013 IFIP Interact 2013 – Polemic tweet

Shared attention. Tag properties. Scalability, user interface design and system.

Page 51: Polemic tweet - IFIP Interact 2013

Subsequent work:

05/09/2013 IFIP Interact 2013 – Polemic tweet

http://goo.gl/c2iqg0

Bubble-TV: Live Visual Feedback for Social TV Broadcast

Visual Sedimentation: Data stream visualization technique

http://goo.gl/KvllnO

User supplied sentiment in tweets

http://goo.gl/XXVzJb

Page 52: Polemic tweet - IFIP Interact 2013

MORE INFOS: + open source + details

THANKS: To people who used the system and people who fund this work:

Thank you !

Contact : [email protected] http://www.cybunk.com Team : http://www.aviz.fr http://iri.centrepompidou.fr

goo.gl/wKG9Sg

Page 53: Polemic tweet - IFIP Interact 2013

THE END

05/09/2013 IFIP Interact 2013 – Polemic tweet

Page 54: Polemic tweet - IFIP Interact 2013

Survey Result

  96% (25) of respondents attended at least one conference had already used twitter at conferences ( 7% only for reading)

  86% (24) reported familiarity with the PT syntax   21% (6) with the LiveTweet interface   35% (14) with the web video player visualization

timeline.

05/09/2013

WIID: Who Is Interaction Design?

Page 55: Polemic tweet - IFIP Interact 2013

Survey Result

In the survey 14 users reported to know what the Tweet Timeline Visualization is.

05/09/2013

WIID: Who Is Interaction Design?

• 64% (9) of these found that provides useful information • 79% (11) agree or strongly agree that the visualization helps them to browse the video • 86% (12) would recommend PT to a friend.

# to view a part of video with : – many tweets: 57% (8) – positive opinions (++): 29% (4) – negative opinions (–): 43% (6) – questions (??): 21% (3) – references (==): 21% (3)

Page 56: Polemic tweet - IFIP Interact 2013

Cost and benefit of tagging technics

06/09/13 IFIP Interact 2013 – Polemic tweet

- Time consuming - Cost is proportional - Hight recall (100%)

- Mostly targeted at English - Not “off the shelves” - Precision problem - Cost is proportional

- Language agnostic - Accurate

- Fast

Cost Benefit

Mechanical turk

- Language agnostic - Accurate - Fast - Cheap, cost is distributed

- Engage user - Low recall

Natural Language Processing