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Tye Rattenbury, Nathan Good, Mor Naaman* Yahoo! Research Berkeley (Yahoo! Advanced Development Division) Towards Automatic Extraction of Event and Place Semantics from Flickr Tags
This Talk is Not About Photos ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Find the Differences “ Yahoo! Headquarters” “ Dog” “ SIGIR 2007”
Data Description
Simple Model (photo_id, user_id, time,  latitude, longitude) (photo_id, tag)
Information? ,[object Object]
Tag Maps - San Francisco
Tag-based Semantics ,[object Object],[object Object],[object Object]
Tag Semantics: Why? ,[object Object],[object Object],[object Object],[object Object],[object Object]
Next Few Minutes ,[object Object],[object Object],[object Object]
Extended Model (photo_id, user_id, time,  latitude, longitude) (photo_id, tag) (tag, location) (tag, time)
Tag Patterns
Tag Patterns
Tag Patterns
Definitions ,[object Object],[object Object]
Problem Definition ,[object Object]
Fundamental Issues ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Proposed Solutions ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Next Few Minutes ,[object Object],[object Object],[object Object]
Naïve Scan
Spatial Scan
Issues ,[object Object]
Scale-structure Identification ,[object Object],[object Object],[object Object],[object Object],[object Object]
Scale-structure Identification
Scale-structure Identification Entropy = 1.421621 Entropy = 0.766263 Entropy = 0.555915 Entropy = 0.062760 “Barry Bonds” tag
San Francisco Experiments ,[object Object],[object Object],San Francisco Dataset: 42,000 Photos 800+ popular tags
Experiments byobw Ground Truth: BYOBW?
Experiments ,[object Object],[object Object],[object Object]
The Obligatory Slide Where I Show You that Our Curve is Above the Other Curves
Experiments
Future Work ,[object Object],[object Object],[object Object],[object Object],[object Object]
Questions? ,[object Object],[object Object],[object Object],[object Object],[object Object]
Tag Maps - Paris - Les Blogs?
Issues ,[object Object],[object Object],[object Object],[object Object],[object Object],Whatever, color, city, spectrum, santa barbara, california, usa, Lookatme, Herbert Bayer Chromatic Gate

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Extracting event and place semantics from Flickr tags

Notas del editor

  1. Mor… star interns One way to extract knowledge from Flickr tags. This is not about image search - it’s not even about photos