Towards automatic drawing animation using physics-based evolution

التفاصيل البيبلوغرافية
العنوان: Towards automatic drawing animation using physics-based evolution
المؤلفون: Lingens, Lasse, Sumner, Robert W., Magnenat, Stéphane, id_orcid:0 000-0002-4367-4588
المساهمون: Price, Sara, Rubegni, Elisa, Vasalou, Asimina
المصدر: IDC '20: Proceedings of the 2020 ACM Interaction Design and Children Conference: Extended Abstracts
بيانات النشر: Association for Computing Machinery
سنة النشر: 2020
المجموعة: ETH Zürich Research Collection
مصطلحات موضوعية: automatic animation, physics-based simulation, artificial evolution, skeleton-based animation, augmented creativity
الوصف: We demonstrate a system to automatically animate hand-drawn characters. Starting with skeleton extraction, meshing and vertex skinning, our system simulates characters using a neural network in a physics-based environment. Using an evolutionary algorithm, it searches for networks that move characters far while keeping a good posture. We validated the system through a user study with 26 participants. For most drawings (60 %), they felt satisfied with the generated animation, and in 76% of cases, they wished to draw and animate additional characters. The participants reported mostly positive emotions after seeing the animations. Only a minority had feelings of strangeness or had negative emotions. This work demonstrates the possibility of creating an automated 2-D character animation system making little assumption on what is drawn. We believe that this work can enable more children to engage in creative play and explore their imagination.
نوع الوثيقة: conference object
وصف الملف: application/application/pdf
اللغة: English
ردمك: 978-1-4503-8020-1
1-4503-8020-4
Relation: info:eu-repo/semantics/altIdentifier/isbn/978-1-4503-8020-1; http://hdl.handle.net/20.500.11850/439092; urn:isbn:978-1-4503-8020-1
DOI: 10.3929/ethz-b-000439092
الاتاحة: https://hdl.handle.net/20.500.11850/439092
https://doi.org/10.3929/ethz-b-000439092
Rights: info:eu-repo/semantics/openAccess ; http://rightsstatements.org/page/InC-NC/1.0/ ; In Copyright - Non-Commercial Use Permitted
رقم الانضمام: edsbas.5DE7A59
قاعدة البيانات: BASE
الوصف
ردمك:9781450380201
1450380204
DOI:10.3929/ethz-b-000439092