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Artist agent: a reinforcement learning approach to automatic stroke generation in oriental ink painting

Published: 26 June 2012 Publication History

Abstract

Oriental ink painting, called Sumi-e, is one of the most appealing painting styles that has attracted artists around the world. Major challenges in computer-based Sumi-e simulation are to abstract complex scene information and draw smooth and natural brush strokes. To automatically generate such strokes, we propose to model a brush as a reinforcement learning agent, and learn desired brush-trajectories by maximizing the sum of rewards in the policy search framework. We also elaborate on the design of actions, states, and rewards tailored for a Sumi-e agent. The effectiveness of our proposed approach is demonstrated through simulated Sumi-e experiments.

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Cited By

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  • (2019)Web-based SBLR method of multimedia tools for computer-aided drawingMultimedia Tools and Applications10.1007/s11042-018-5949-x78:1(799-816)Online publication date: 1-Jan-2019

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Published In

cover image Guide Proceedings
ICML'12: Proceedings of the 29th International Coference on International Conference on Machine Learning
June 2012
1912 pages
ISBN:9781450312851

Sponsors

  • PASCAL2 - Pattern Analysis, Statistical Modelling and Computational Learning
  • IBMR: IBM Research
  • NSF
  • Microsoft Research: Microsoft Research
  • Facebook: Facebook

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Omnipress

Madison, WI, United States

Publication History

Published: 26 June 2012

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  • (2019)Web-based SBLR method of multimedia tools for computer-aided drawingMultimedia Tools and Applications10.1007/s11042-018-5949-x78:1(799-816)Online publication date: 1-Jan-2019

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