Evolving Visually-Diverse Graphic Design Posters | Artificial Intelligence in Music, Sound, Art and Design (2024)

Evolving Visually-Diverse Graphic Design Posters | Artificial Intelligence in Music, Sound, Art and Design (2)

Advanced Search

Browse

Article

Free Access

  • Authors:
  • João Macedo https://ror.org/04z8k9a98University of Coimbra, CISUC/LASI, DEI, Coimbra, Portugal

    https://ror.org/04z8k9a98University of Coimbra, CISUC/LASI, DEI, Coimbra, Portugal

    Evolving Visually-Diverse Graphic Design Posters | Artificial Intelligence in Music, Sound, Art and Design (3)http://orcid.org/0000-0002-9046-8576

    Search about this author

    ,
  • Daniel Lopes https://ror.org/04z8k9a98University of Coimbra, CISUC/LASI, DEI, Coimbra, Portugal

    https://ror.org/04z8k9a98University of Coimbra, CISUC/LASI, DEI, Coimbra, Portugal

    Evolving Visually-Diverse Graphic Design Posters | Artificial Intelligence in Music, Sound, Art and Design (4)http://orcid.org/0000-0003-0984-9775

    Search about this author

    ,
  • João Correia https://ror.org/04z8k9a98University of Coimbra, CISUC/LASI, DEI, Coimbra, Portugal

    https://ror.org/04z8k9a98University of Coimbra, CISUC/LASI, DEI, Coimbra, Portugal

    Evolving Visually-Diverse Graphic Design Posters | Artificial Intelligence in Music, Sound, Art and Design (5)http://orcid.org/0000-0001-5562-1996

    Search about this author

    ,
  • Penousal Machado https://ror.org/04z8k9a98University of Coimbra, CISUC/LASI, DEI, Coimbra, Portugal

    https://ror.org/04z8k9a98University of Coimbra, CISUC/LASI, DEI, Coimbra, Portugal

    Evolving Visually-Diverse Graphic Design Posters | Artificial Intelligence in Music, Sound, Art and Design (6)http://orcid.org/0000-0002-6308-6484

    Search about this author

    ,
  • Ernesto Costa https://ror.org/04z8k9a98University of Coimbra, CISUC/LASI, DEI, Coimbra, Portugal

    https://ror.org/04z8k9a98University of Coimbra, CISUC/LASI, DEI, Coimbra, Portugal

    Evolving Visually-Diverse Graphic Design Posters | Artificial Intelligence in Music, Sound, Art and Design (7)http://orcid.org/0000-0002-8460-4033

    Search about this author

Artificial Intelligence in Music, Sound, Art and Design: 13th International Conference, EvoMUSART 2024, Held as Part of EvoStar 2024, Aberystwyth, UK, April 3–5, 2024, ProceedingsApr 2024Pages 265–278https://doi.org/10.1007/978-3-031-56992-0_17

Published:03 April 2024Publication History

  • 0citation
  • 0
  • Downloads

Metrics

Total Citations0Total Downloads0

Last 12 Months0

Last 6 weeks0

  • Get Citation Alerts

    New Citation Alert added!

    This alert has been successfully added and will be sent to:

    You will be notified whenever a record that you have chosen has been cited.

    To manage your alert preferences, click on the button below.

    Manage my Alerts

    New Citation Alert!

    Please log in to your account

  • Publisher Site

Artificial Intelligence in Music, Sound, Art and Design: 13th International Conference, EvoMUSART 2024, Held as Part of EvoStar 2024, Aberystwyth, UK, April 3–5, 2024, Proceedings

Evolving Visually-Diverse Graphic Design Posters

Pages 265–278

PreviousChapterNextChapter

Evolving Visually-Diverse Graphic Design Posters | Artificial Intelligence in Music, Sound, Art and Design (8)

Abstract

Finding unconventional visual solutions that stand out and draw attention is frequently one of the goals of Graphic Design (gd). However, to save time, graphic designers often adhere to design trends and templates, resulting in creations that frequently lack distinctive qualities. To speed up the creative process, among other techniques, researchers have been using evolutionary algorithms to generate and present novel gd solutions to end-users, so they can save time by working over the generated ideas. Nevertheless, state-of-the-art approaches often converge to a final group of results that look too similar to each other. In this paper, we test the application of niching techniques to generate a set of visually varied gd solutions and present it to end-users. gd posters were evolved as a proof of concept. The results suggest that implementing the tested niching technique in evolutionary systems can be a viable approach to present users with a wider range of ideas, at least for poster design.

References

  1. 1.Chatzilygeroudis KCully AVassiliades VMouret J-BPardalos PMRasskazova VVrahatis MNQuality-diversity optimization: a novel branch of stochastic optimizationBlack Box Optimization, Machine Learning, and No-Free Lunch Theorems2021ChamSpringer10913510.1007/978-3-030-66515-9_4Google ScholarEvolving Visually-Diverse Graphic Design Posters | Artificial Intelligence in Music, Sound, Art and Design (9)Cross Ref
  2. 2.De Jong, K.A.: An Analysis of the Behavior of a Class of Genetic Adaptive Systems. University of Michigan (1975)Google ScholarEvolving Visually-Diverse Graphic Design Posters | Artificial Intelligence in Music, Sound, Art and Design (11)
  3. 3.Eiben AESmith JEIntroduction to Evolutionary Computing2015HeidelbergSpringer10.1007/978-3-662-44874-8Google ScholarEvolving Visually-Diverse Graphic Design Posters | Artificial Intelligence in Music, Sound, Art and Design (12)Cross Ref
  4. 4.Geigel JLoui AUsing genetic algorithms for album page layoutsIEEE Multimed.2003104162710.1109/MMUL.2003.1237547Google ScholarEvolving Visually-Diverse Graphic Design Posters | Artificial Intelligence in Music, Sound, Art and Design (14)Digital Library
  5. 5.Goldberg, D.E.: Simple genetic algorithms and the minimal, deceptive problem. Genet. Algorithms Simul. Annealing 74–88 (1987)Google ScholarEvolving Visually-Diverse Graphic Design Posters | Artificial Intelligence in Music, Sound, Art and Design (16)
  6. 6.Goldberg, D.E., Richardson, J., et al.: Genetic algorithms with sharing for multimodal function optimization. In: Genetic Algorithms and Their Applications: Proceedings of the Second International Conference on Genetic Algorithms, vol. 4149. Lawrence Erlbaum, Hillsdale (1987)Google ScholarEvolving Visually-Diverse Graphic Design Posters | Artificial Intelligence in Music, Sound, Art and Design (17)
  7. 7.Holland, J.H.: Adaptation in Natural and Artificial Systems. An Introductory Analysis with Applications to Biology, Control and Artificial Intelligence. University of Michigan Press, Ann Arbor (1975)Google ScholarEvolving Visually-Diverse Graphic Design Posters | Artificial Intelligence in Music, Sound, Art and Design (18)
  8. 8.Kitamura, S., Kanoh, H.: Developing support system for making posters with interactive evolutionary computation. In: 2011 Fourth International Symposium on Computational Intelligence and Design, vol. 1, pp. 48–51 (2011). DOI: https://doi.org/10.1109/ISCID.2011.21Google ScholarEvolving Visually-Diverse Graphic Design Posters | Artificial Intelligence in Music, Sound, Art and Design (19)Digital Library
  9. 9.Klein, D.: Evolving layout: next generation layout tool (2016). evolvinglayout.comGoogle ScholarEvolving Visually-Diverse Graphic Design Posters | Artificial Intelligence in Music, Sound, Art and Design (21)
  10. 10.Lehman JStanley KOAbandoning objectives: evolution through the search for novelty aloneEvol. Comput.201119218922310.1162/EVCO_a_00025Google ScholarEvolving Visually-Diverse Graphic Design Posters | Artificial Intelligence in Music, Sound, Art and Design (22)Digital Library
  11. 11.Lehman, J., Stanley, K.O.: Evolving a diversity of virtual creatures through novelty search and local competition. In: Proceedings of the 13th Annual Conference on Genetic and Evolutionary Computation, pp. 211–218 (2011)Google ScholarEvolving Visually-Diverse Graphic Design Posters | Artificial Intelligence in Music, Sound, Art and Design (24)
  12. 12.Lopes DCorreia JMachado PJohnson CRodríguez-Fernández NRebelo SMEvoDesigner: aiding the exploration of innovative graphic design solutionsArtificial Intelligence in Music, Sound, Art and Design2023ChamSpringer38339810.1007/978-3-031-29956-8_25Google ScholarEvolving Visually-Diverse Graphic Design Posters | Artificial Intelligence in Music, Sound, Art and Design (25)Digital Library
  13. 13.Lopes, D., Correia, J., Machado, P.: Towards the automatic customisation of editable graphics. In: Proceedings of the 14th International Conference on Computational Creativity, ICCC 2023, Waterloo, 19–23 June 2023. Association for Computational Creativity (ACC) (2023)Google ScholarEvolving Visually-Diverse Graphic Design Posters | Artificial Intelligence in Music, Sound, Art and Design (27)
  14. 14.Martins, T., Correia, J., Costa, E., Machado, P.: EvoType: from shapes to glyphs. In: Proceedings of the Genetic and Evolutionary Computation Conference 2016, pp. 261–268. ACM (2016)Google ScholarEvolving Visually-Diverse Graphic Design Posters | Artificial Intelligence in Music, Sound, Art and Design (28)
  15. 15.Nilsson, O., Cully, A.: Policy gradient assisted map-elites. In: Proceedings of the Genetic and Evolutionary Computation Conference, pp. 866–875 (2021)Google ScholarEvolving Visually-Diverse Graphic Design Posters | Artificial Intelligence in Music, Sound, Art and Design (29)
  16. 16.Onduygu, D.C.: Graphagos: evolutionary algorithm as a model for the creative process and as a tool to create graphic design products. Ph.D. thesis, Sabanci University (2010). https://research.sabanciuniv.edu/24145/, https://www.graphagos.com/portfolio/Google ScholarEvolving Visually-Diverse Graphic Design Posters | Artificial Intelligence in Music, Sound, Art and Design (30)
  17. 17.Pétrowski, A.: A clearing procedure as a niching method for genetic algorithms. In: Proceedings of IEEE International Conference on Evolutionary Computation, pp. 798–803. IEEE (1996)Google ScholarEvolving Visually-Diverse Graphic Design Posters | Artificial Intelligence in Music, Sound, Art and Design (31)
  18. 18.Pugh JKSoros LBStanley KOQuality diversity: a new frontier for evolutionary computationFront. Robot. AI201634010.3389/frobt.2016.00040Google ScholarEvolving Visually-Diverse Graphic Design Posters | Artificial Intelligence in Music, Sound, Art and Design (32)Cross Ref
  19. 19.Ramesh, A., Dhariwal, P., Nichol, A., Chu, C., Chen, M.: Hierarchical text-conditional image generation with clip latents (2022). DOI: https://doi.org/10.48550/ARXIV.2204.06125, https://arxiv.org/abs/2204.06125Google ScholarEvolving Visually-Diverse Graphic Design Posters | Artificial Intelligence in Music, Sound, Art and Design (34)Cross Ref
  20. 20.Rebelo, S., Martins, P., Bicker, J., Machado, P.: Using computer vision techniques for moving poster design. In: 6.o̲ Conferência Internacional Ergotrip Design (2017)Google ScholarEvolving Visually-Diverse Graphic Design Posters | Artificial Intelligence in Music, Sound, Art and Design (36)
  21. 21.Rebelo, S., Fonseca, C.M., Bicker, J., Machado, P.: Experiments in the development of typographical posters. In: 6th Conference on Computation, Communication, Aesthetics and X (2018)Google ScholarEvolving Visually-Diverse Graphic Design Posters | Artificial Intelligence in Music, Sound, Art and Design (37)
  22. 22.Stanley KOMiikkulainen REvolving neural networks through augmenting topologiesEvol. Comput.20021029912710.1162/106365602320169811Google ScholarEvolving Visually-Diverse Graphic Design Posters | Artificial Intelligence in Music, Sound, Art and Design (38)Digital Library
  23. 23.Talebi HMilanfar PNIMA: neural image assessmentIEEE Trans. Image Process.201827839984011380761210.1109/TIP.2018.2831899Google ScholarEvolving Visually-Diverse Graphic Design Posters | Artificial Intelligence in Music, Sound, Art and Design (40)Cross Ref
  24. 24.Toivonen HGross OData mining and machine learning in computational creativityWiley Int. Rev. Data Min. Knowl. Disc.20155626527510.1002/widm.1170Google ScholarEvolving Visually-Diverse Graphic Design Posters | Artificial Intelligence in Music, Sound, Art and Design (42)Digital Library

Cited By

View all

Evolving Visually-Diverse Graphic Design Posters | Artificial Intelligence in Music, Sound, Art and Design (44)

    Recommendations

    • Dynamics of fitness sharing evolutionary algorithms for coevolution of multiple species

      This paper builds the normal model of fitness sharing with proportionate selection on real-valued functions, and derives the dynamic formula to describe the evolution process of the population with the fitness sharing. The normal modeling simulation is ...

      Read More

    • Diversification techniques and distance measures in evolutionary design of 3D structures

      GECCO '22: Proceedings of the Genetic and Evolutionary Computation Conference Companion

      Evolutionary algorithms are among the most successful metaheuristics for hard optimization problems. Nonetheless, there is still much room for improvement of their effectiveness, especially in the multimodal problems, where the algorithms are prone to ...

      Read More

    • Solving a large sudoku by co-evolving numerals

      GECCO '17: Proceedings of the Genetic and Evolutionary Computation Conference Companion

      Recently we introduced an approach to solving Sudoku problems with co-evolution [4]: Resource-defined Fitness Sharing for Sudoku (RFSS). The idea is to find a set of non-conflicting numerals such that every cell in the puzzle is "covered" by a numeral. ...

      Read More

    Login options

    Check if you have access through your login credentials or your institution to get full access on this article.

    Sign in

    Full Access

    Get this Publication

    • Information
    • Contributors
    • Published in

      Evolving Visually-Diverse Graphic Design Posters | Artificial Intelligence in Music, Sound, Art and Design (45)

      Artificial Intelligence in Music, Sound, Art and Design: 13th International Conference, EvoMUSART 2024, Held as Part of EvoStar 2024, Aberystwyth, UK, April 3–5, 2024, Proceedings

      Apr 2024

      430 pages

      ISBN:978-3-031-56991-3

      DOI:10.1007/978-3-031-56992-0

      • Editors:
      • Colin Johnson

        https://ror.org/01ee9ar58University of Nottingham, Nottingham, UK

        ,
      • Sérgio M. Rebelo

        https://ror.org/04z8k9a98University of Coimbra, Coimbra, Portugal

        ,
      • Iria Santos

        https://ror.org/01qckj285University of Coruña, Coruña, Spain

      © The Author(s), under exclusive license to Springer Nature Switzerland AG 2024

      Sponsors

        In-Cooperation

          Publisher

          Springer-Verlag

          Berlin, Heidelberg

          Publication History

          • Published: 3 April 2024

          Author Tags

          • Niching
          • Evolutionary Algorithms
          • Graphic Design
          • Poster

          Qualifiers

          • Article

          Conference

          Funding Sources

          • Evolving Visually-Diverse Graphic Design Posters | Artificial Intelligence in Music, Sound, Art and Design (46)

            Other Metrics

            View Article Metrics

          • Bibliometrics
          • Citations0
          • Article Metrics

            • Total Citations

              View Citations
            • Total Downloads

            • Downloads (Last 12 months)0
            • Downloads (Last 6 weeks)0

            Other Metrics

            View Author Metrics

          • Cited By

            This publication has not been cited yet

          Digital Edition

          View this article in digital edition.

          View Digital Edition

          • Figures
          • Other

            Close Figure Viewer

            Browse AllReturn

            Caption

            View Table of Contents

            Export Citations

              Your Search Results Download Request

              We are preparing your search results for download ...

              We will inform you here when the file is ready.

              Download now!

              Your Search Results Download Request

              Your file of search results citations is now ready.

              Download now!

              Your Search Results Download Request

              Your search export query has expired. Please try again.

              Evolving Visually-Diverse Graphic Design Posters | Artificial Intelligence in Music, Sound, Art and Design (2024)
              Top Articles
              Latest Posts
              Article information

              Author: Gregorio Kreiger

              Last Updated:

              Views: 6090

              Rating: 4.7 / 5 (77 voted)

              Reviews: 84% of readers found this page helpful

              Author information

              Name: Gregorio Kreiger

              Birthday: 1994-12-18

              Address: 89212 Tracey Ramp, Sunside, MT 08453-0951

              Phone: +9014805370218

              Job: Customer Designer

              Hobby: Mountain biking, Orienteering, Hiking, Sewing, Backpacking, Mushroom hunting, Backpacking

              Introduction: My name is Gregorio Kreiger, I am a tender, brainy, enthusiastic, combative, agreeable, gentle, gentle person who loves writing and wants to share my knowledge and understanding with you.