Panorama is a game designed to collect images with well-defined visual features. Pictures taken through gameplay are automatically annotated for composition quality, and contribute to a corpus of domain-specific virtual photographs. Data from the Panorama Corpus is used to learn photographic preferences.



  • Learns picture composition preferences based on player behavior
  • Crowd-sourcing

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Swanson, R, Escoffery D, and Jhala, A. Learning Visual Composition Preferences from a Corpus Collected through Gameplay.  In: Proceedings of the IEEE Computational Intelligence in Games (CIG) Conference, Granada, Spain, 2012.