Cognitive Computation

, Volume 4, Issue 4, pp 477–496

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


DOI: 10.1007/s12559-012-9145-4

Cite this article as:
Cambria, E. & Hussain, A. Cogn Comput (2012) 4: 477. doi:10.1007/s12559-012-9145-4


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).


Human computer interactionCognitive and affective information processingImage affectImage classificationImage featuresEmotional semantic image retrievalSentic computing

Copyright information

© Springer Science+Business Media, LLC 2012

Authors and Affiliations

  1. 1.Temasek Laboratories National University of SingaporeSingaporeSingapore
  2. 2.Department of Computing Science and MathematicsUniversity of StirlingStirlingUK