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How Flickr Helps us Make Sense of the World: Context and Content in Community-Contributed Media Collections Lyndon Kennedy Mor Naaman* Share Ahern Rahul Nair Tye Rattenbury Yahoo! Research Berkeley Yahoo! Advanced Development Research *me
Community-contributed? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Research Challenges ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Foremost Challenge: ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],“ Social Media Cycle”
In Particular… ,[object Object]
Flickr Tigers
Good news! Patterns That Make Sense: ,[object Object],[object Object],[object Object],[object Object],[object Object]
Data Description
That Noise…. ,[object Object],[object Object],[object Object],6 kms 5 kms
Tag Patterns
Tag Patterns
Tag Patterns
Experiments byobw We can derive tag semantics using location and time metadata. Also see [Rattenbury et al, SIGIR 2007]
Can We Create Useful Applications? ,[object Object]
Intuition ,[object Object],[object Object]
Tag Maps - SF
Make a World Explorer http://tagmaps.research.yahoo.com Also see [Ahern et al., JCDL 2007]
Rolling in Content ,[object Object],[object Object],[object Object],[object Object],[object Object]
Handling scale ,[object Object],[object Object],[object Object],[object Object]
Problem: Better Visual Summaries Locations and Landmarks Raw Data Visual Summary?
The Problem, in Short and more of this… … without explicitly knowing the difference. Find less of this…
Location can help Enough visual similarity for learning?
Finding Representative Photos
Visual Features ,[object Object],[object Object],[object Object]
Ranking images: point-wise links Form links between images via matching SIFT points. Rank by degree of connectivity.
Landmark Graph Structure More connected Less connected
Results: Palace of Fine Arts Tags-only Tags+Location Tags+Location+Visual X X X X X X X
Initial Evaluation ,[object Object],[object Object],[object Object],[object Object]
Performance Average +45% from visual +30% from location
Evaluation Issues ,[object Object]
Evaluation Issues ,[object Object]
Conclusions ,[object Object],[object Object],[object Object],[object Object]
Thanks ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
APIs for all! ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],http://developer.yahoo.com/yrb/
Tag Maps - Paris

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How Flickr Helps us Make Sense of the World

Notes de l'éditeur

  1. Lyndon is phd intern from Columbia Tye phd intern from Berkeley But really, I will talk about some research challenges and potential in community-generated collections of media, and how we begin to address those.