mlsanityData to 14 Oct 2026

Driving Animatronic Robot Facial Expression From Speech

arXiv 2403.12670 ↗First posted 19 Mar 2024cs.RO cs.CVcited by 1

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Abstract (arXiv)

Animatronic robots hold the promise of enabling natural human-robot interaction through lifelike facial expressions. However, generating realistic, speech-synchronized robot expressions poses significant challenges due to the complexities of facial biomechanics and the need for responsive motion synthesis. This paper introduces a novel, skinning-centric approach to drive animatronic robot facial expressions from speech input. At its core, the proposed approach employs linear blend skinning (LBS) as a unifying representation, guiding innovations in both embodiment design and motion synthesis. LBS informs the actuation topology, facilitates human expression retargeting, and enables efficient speech-driven facial motion generation. This approach demonstrates the capability to produce highly realistic facial expressions on an animatronic face in real-time at over 4000 fps on a single Nvidia RTX 4090, significantly advancing robots' ability to replicate nuanced human expressions for natural interaction. To foster further research and development in this field, the code has been made publicly available at: urlhttps://github.com/library87/OpenRoboExp.

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). Builds on 10 of its 33 references that are in the map. First posted on arXiv 19 Mar 2024.

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10 of 33 references.

References · 10

  1. 2020wav2vec 2.0: A Framework for Self-Supervised Learning of Speech Representationscited by 3,905
  2. 2019Common Voice: A Massively-Multilingual Speech Corpuscited by 1,384
  3. 2022SadTalker: Learning Realistic 3D Motion Coefficients for Stylized Audio-Driven Single Image Talking Face Animationcited by 382
  4. 2020MakeItTalk: Speaker-Aware Talking-Head Animationcited by 312
  5. 2019Capture, Learning, and Synthesis of 3D Speaking Stylescited by 259
  6. 2021FaceFormer: Speech-Driven 3D Facial Animation with Transformerscited by 209
  7. 2021MeshTalk: 3D Face Animation from Speech using Cross-Modality Disentanglementcited by 190
  8. 2023Emotional Speech-Driven Animation with Content-Emotion Disentanglementcited by 98
  9. 2021Smile Like You Mean It: Driving Animatronic Robotic Face with Learned Modelscited by 12
  10. 2023Optimizing Facial Expressions of an Android Robot Effectively: a Bayesian Optimization Approachcited by 3

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