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  4. Image-driven Robot Drawing with Rapid Lognormal Movements
 
conference paper

Image-driven Robot Drawing with Rapid Lognormal Movements

Berio, Daniel
•
Clivaz, Guillaume
•
Stroh, Michael
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August 25, 2025
2025 34th IEEE International Conference on Robot and Human Interactive Communication (RO-MAN)
2025 34th IEEE International Conference on Robot and Human Interactive Communication (RO-MAN)

Large image generation and vision models, combined with differentiable rendering technologies, have become powerful tools for generating paths that can be drawn or painted by a robot. However, these tools often overlook the intrinsic physicality of the human drawing/writing act, which is usually executed with skillful hand/arm gestures. Taking this into account is important for the visual aesthetics of the results and for the development of closer and more intuitive artist-robot collaboration scenarios. We present a method that bridges this gap by enabling gradient-based optimization of natural human-like motions guided by cost functions defined in image space. To this end, we use the sigma-lognormal model of human hand/arm movements, with an adaptation that enables its use in conjunction with a differentiable vector graphics (DiffVG) renderer. We demonstrate how this pipeline can be used to generate feasible trajectories for a robot by combining image-driven objectives with a minimum-time smoothing criterion. We demonstrate applications with generation and robotic reproduction of synthetic graffiti as well as image abstraction.

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Type
conference paper
DOI
10.1109/ro-man63969.2025.11217913
Author(s)
Berio, Daniel
Clivaz, Guillaume

École Polytechnique Fédérale de Lausanne

Stroh, Michael
Deussen, Oliver
Plamondon, Réjean
Calinon, Sylvain  

EPFL

Leymarie, Frederic Fol
Date Issued

2025-08-25

Publisher

IEEE

Published in
2025 34th IEEE International Conference on Robot and Human Interactive Communication (RO-MAN)
DOI of the book
10.1109/RO-MAN63969.2025
Start page

2126

End page

2132

Editorial or Peer reviewed

REVIEWED

Written at

EPFL

EPFL units
LIDIAP  
Event nameEvent acronymEvent placeEvent date
2025 34th IEEE International Conference on Robot and Human Interactive Communication (RO-MAN)

Eindhoven, Netherlands

2025-08-25 - 2025-08-29

Available on Infoscience
November 7, 2025
Use this identifier to reference this record
https://infoscience.epfl.ch/handle/20.500.14299/255675
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