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2021 | OriginalPaper | Chapter

Co-creative Drawing with One-Shot Generative Models

Authors : Sabine Wieluch, Friedhelm Schwenker

Published in: Artificial Intelligence in Music, Sound, Art and Design

Publisher: Springer International Publishing

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Abstract

This paper presents and evaluates co-creative drawing scenarios in which a user is asked to provide a small hand-drawn pattern which then is interactively extended with the support of a trained neural model. We show that it is possible to use one-shot trained Transformer Neural Networks to generate stroke-based images and that these trained models can successfully be used for design assisting tasks.

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Literature
1.
go back to reference Carlier, A., Danelljan, M., Alahi, A., Timofte, R.: Deepsvg: A hierarchical generative network for vector graphics animation (2020) Carlier, A., Danelljan, M., Alahi, A., Timofte, R.: Deepsvg: A hierarchical generative network for vector graphics animation (2020)
3.
go back to reference Davis, N., Hsiao, C.P., Yashraj Singh, K., Li, L., Magerko, B.: Empirically studying participatory sense-making in abstract drawing with a co-creative cognitive agent. In: Proceedings of the 21st International Conference on Intelligent User Interfaces. p. 196–207. IUI ’16, Association for Computing Machinery, New York, NY, USA (2016). https://doi.org/10.1145/2856767.2856795 Davis, N., Hsiao, C.P., Yashraj Singh, K., Li, L., Magerko, B.: Empirically studying participatory sense-making in abstract drawing with a co-creative cognitive agent. In: Proceedings of the 21st International Conference on Intelligent User Interfaces. p. 196–207. IUI ’16, Association for Computing Machinery, New York, NY, USA (2016). https://​doi.​org/​10.​1145/​2856767.​2856795
4.
go back to reference Devlin, J., Chang, M.W., Lee, K., Toutanova, K.: Bert: Pre-training of deep bidirectional transformers for language understanding. arXiv preprint arXiv:1810.04805 (2018) Devlin, J., Chang, M.W., Lee, K., Toutanova, K.: Bert: Pre-training of deep bidirectional transformers for language understanding. arXiv preprint arXiv:​1810.​04805 (2018)
5.
go back to reference Fan, J.E., Dinculescu, M., Ha, D.: Collabdraw: An environment for collaborative sketching with an artificial agent. In: Proceedings of the 2019 on Creativity and Cognition. p. 556–561. Association for Computing Machinery, New York, NY, USA (2019). https://doi.org/10.1145/3325480.3326578 Fan, J.E., Dinculescu, M., Ha, D.: Collabdraw: An environment for collaborative sketching with an artificial agent. In: Proceedings of the 2019 on Creativity and Cognition. p. 556–561. Association for Computing Machinery, New York, NY, USA (2019). https://​doi.​org/​10.​1145/​3325480.​3326578
6.
go back to reference Fish, J., Scrivener, S.: Amplifying the mind’s eye: sketching and visual cognition. Leonardo 23(1), 117–126 (1990)CrossRef Fish, J., Scrivener, S.: Amplifying the mind’s eye: sketching and visual cognition. Leonardo 23(1), 117–126 (1990)CrossRef
9.
go back to reference Levy, O., Goldberg, Y.: Neural word embedding as implicit matrix factorization. In: Advances in neural information processing systems. pp. 2177–2185 (2014) Levy, O., Goldberg, Y.: Neural word embedding as implicit matrix factorization. In: Advances in neural information processing systems. pp. 2177–2185 (2014)
10.
go back to reference Lin, Y., Guo, J., Chen, Y., Yao, C., Ying, F.: It is your turn: Collaborative ideation with a co-creative robot through sketch. In: Proceedings of the 2020 CHI Conference on Human Factors in Computing Systems. p. 1–14. CHI ’20, Association for Computing Machinery, New York, NY, USA (2020). https://doi.org/10.1145/3313831.3376258 Lin, Y., Guo, J., Chen, Y., Yao, C., Ying, F.: It is your turn: Collaborative ideation with a co-creative robot through sketch. In: Proceedings of the 2020 CHI Conference on Human Factors in Computing Systems. p. 1–14. CHI ’20, Association for Computing Machinery, New York, NY, USA (2020). https://​doi.​org/​10.​1145/​3313831.​3376258
11.
go back to reference Macedo, L., Cardoso, A.: Assessing creativity: the importance of unexpected novelty. Structure 1(C2), C3 (2002) Macedo, L., Cardoso, A.: Assessing creativity: the importance of unexpected novelty. Structure 1(C2), C3 (2002)
12.
go back to reference Radford, A., Wu, J., Child, R., Luan, D., Amodei, D., Sutskever, I.: Language models are unsupervised multitask learners. OpenAI Blog 1(8), 9 (2019) Radford, A., Wu, J., Child, R., Luan, D., Amodei, D., Sutskever, I.: Language models are unsupervised multitask learners. OpenAI Blog 1(8), 9 (2019)
13.
go back to reference Salomon, D.: Curves and surfaces for computer graphics. Springer Science & Business Media (2007) Salomon, D.: Curves and surfaces for computer graphics. Springer Science & Business Media (2007)
14.
go back to reference Schneider, P.J.: An algorithm for automatically fitting digitized curves. In: Graphics gems. pp. 612–626. Academic Press Professional, Inc. (1990) Schneider, P.J.: An algorithm for automatically fitting digitized curves. In: Graphics gems. pp. 612–626. Academic Press Professional, Inc. (1990)
15.
go back to reference Serban, I.V., Sordoni, A., Lowe, R., Charlin, L., Pineau, J., Courville, A., Bengio, Y.: A hierarchical latent variable encoder-decoder model for generating dialogues. In: Thirty-First AAAI Conference on Artificial Intelligence (2017) Serban, I.V., Sordoni, A., Lowe, R., Charlin, L., Pineau, J., Courville, A., Bengio, Y.: A hierarchical latent variable encoder-decoder model for generating dialogues. In: Thirty-First AAAI Conference on Artificial Intelligence (2017)
16.
go back to reference Shaham, T.R., Dekel, T., Michaeli, T.: Singan: Learning a generative model from a single natural image. In: Proceedings of the IEEE International Conference on Computer Vision. pp. 4570–4580 (2019) Shaham, T.R., Dekel, T., Michaeli, T.: Singan: Learning a generative model from a single natural image. In: Proceedings of the IEEE International Conference on Computer Vision. pp. 4570–4580 (2019)
17.
go back to reference Shneiderman, B.: Creativity support tools: Accelerating discovery and innovation. Communications of the ACM 50(12), 20–32 (2007)CrossRef Shneiderman, B.: Creativity support tools: Accelerating discovery and innovation. Communications of the ACM 50(12), 20–32 (2007)CrossRef
18.
go back to reference Suwa, M., Gero, J.S., Purcell, T.: The roles of sketches in early conceptual design processes. In: Proceedings of Twentieth Annual Meeting of the Cognitive Science Society. pp. 1043–1048. Lawrence Erlbaum Hillsdale, New Jersey (1998) Suwa, M., Gero, J.S., Purcell, T.: The roles of sketches in early conceptual design processes. In: Proceedings of Twentieth Annual Meeting of the Cognitive Science Society. pp. 1043–1048. Lawrence Erlbaum Hillsdale, New Jersey (1998)
19.
go back to reference Vaswani, A., Shazeer, N., Parmar, N., Uszkoreit, J., Jones, L., Gomez, A.N., Kaiser, Ł., Polosukhin, I.: Attention is all you need. In: Advances in neural information processing systems. pp. 5998–6008 (2017) Vaswani, A., Shazeer, N., Parmar, N., Uszkoreit, J., Jones, L., Gomez, A.N., Kaiser, Ł., Polosukhin, I.: Attention is all you need. In: Advances in neural information processing systems. pp. 5998–6008 (2017)
21.
go back to reference Wang, J., He, Y., Tian, H., Cai, H.: Retrieving 3d cad model by freehand sketches for design reuse. Advanced Engineering Informatics 22(3), 385–392 (2008)CrossRef Wang, J., He, Y., Tian, H., Cai, H.: Retrieving 3d cad model by freehand sketches for design reuse. Advanced Engineering Informatics 22(3), 385–392 (2008)CrossRef
22.
go back to reference Wieluch, S., Schwenker, F.: Strokecoder: Path-based image generation from single examples using transformers (2020) Wieluch, S., Schwenker, F.: Strokecoder: Path-based image generation from single examples using transformers (2020)
23.
24.
go back to reference Xu, P., Song, Z., Yin, Q., Song, Y.Z., Wang, L.: Deep self-supervised representation learning for free-hand sketch. arXiv preprint arXiv:2002.00867 (2020) Xu, P., Song, Z., Yin, Q., Song, Y.Z., Wang, L.: Deep self-supervised representation learning for free-hand sketch. arXiv preprint arXiv:​2002.​00867 (2020)
Metadata
Title
Co-creative Drawing with One-Shot Generative Models
Authors
Sabine Wieluch
Friedhelm Schwenker
Copyright Year
2021
DOI
https://doi.org/10.1007/978-3-030-72914-1_31

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