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Sentic Album: Content-, Concept-, and Context-Based Online Personal Photo Management System

  • Erik Cambria*
  • , Amir Hussain
  • *Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

71 Scopus citations

Abstract

The world of online personal photo management has come a long way in the past few years, but today, there are still huge gaps in annotating, organizing, and retrieving online pictures in such a way that they can be easily queried and visualized. Existing content-based image retrieval systems apply statistics, pattern recognition, signal processing, and computer vision techniques but these are still too weak to 'bridge the semantic gap' between the low-level data representation and the high-level concepts the user associates with images. Image meta search engines, on the other hand, rely on tags associated with online pictures but results are often too inaccurate since they mainly depend on keyword-based rather than concept-based algorithms. Sentic Album is a novel content-, concept-, and context-based online personal photo management system that exploits both data and metadata of online personal pictures to intelligently annotate, organize, and retrieve them. Many salient features of pictures, in fact, are only noticeable in the viewer's mind, and the cognitive ability to grasp such features is a key aspect for accordingly analyzing and classifying personal photos. To this end, Sentic Album exploits not just colors and texture of online images (content), but also the cognitive and affective information associated with their metadata (concept), and their relative timestamp, geolocation, and user interaction metadata (context).

Original languageEnglish
Pages (from-to)477-496
Number of pages20
JournalCognitive Computation
Volume4
Issue number4
DOIs
StatePublished - Dec 2012
Externally publishedYes

Keywords

  • Cognitive and affective information processing
  • Emotional semantic image retrieval
  • Human computer interaction
  • Image affect
  • Image classification
  • Image features
  • Sentic computing

ASJC Scopus subject areas

  • Computer Vision and Pattern Recognition
  • Computer Science Applications
  • Cognitive Neuroscience

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