8
views
0
recommends
+1 Recommend
0 collections
    0
    shares
      • Record: found
      • Abstract: found
      • Article: found
      Is Open Access

      Sequential Gallery for Interactive Visual Design Optimization

      Preprint
      , ,

      Read this article at

      Bookmark
          There is no author summary for this article yet. Authors can add summaries to their articles on ScienceOpen to make them more accessible to a non-specialist audience.

          Abstract

          Visual design tasks often involve tuning many design parameters. For example, color grading of a photograph involves many parameters, some of which non-expert users might be unfamiliar with. We propose a novel user-in-the-loop optimization method that allows users to efficiently find an appropriate parameter set by exploring such a high-dimensional design space through much easier two-dimensional search subtasks. This method, called sequential plane search, is based on Bayesian optimization to keep necessary queries to users as few as possible. To help users respond to plane-search queries, we also propose using a gallery-based interface that provides options in the two-dimensional subspace arranged in an adaptive grid view. We call this interactive framework Sequential Gallery since users sequentially select the best option from the options provided by the interface. Our experiment with synthetic functions shows that our sequential plane search can find satisfactory solutions in fewer iterations than baselines. We also conducted a preliminary user study, results of which suggest that novices can effectively complete search tasks with Sequential Gallery in a photo-enhancement scenario.

          Related collections

          Author and article information

          Journal
          08 May 2020
          Article
          10.1145/3386569.3392444
          2005.04107
          4a5c42da-3b24-46d5-aaed-336324808dbd

          http://arxiv.org/licenses/nonexclusive-distrib/1.0/

          History
          Custom metadata
          ACM Trans. Graph. 39, 4 (July 2020), pp.88:1-88:12
          To be published at ACM Trans. Graph. (Proc. SIGGRAPH 2020); Project page available at https://koyama.xyz/project/sequential_gallery/
          cs.GR cs.HC cs.LG

          Artificial intelligence,Graphics & Multimedia design,Human-computer-interaction

          Comments

          Comment on this article