mlsanityData to 7 Oct 2026

Expressive Speech-driven Facial Animation with controllable emotions

arXiv 2301.02008 ↗First posted 5 Jan 2023cs.CVcited by 4

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Abstract (arXiv)

It is in high demand to generate facial animation with high realism, but it remains a challenging task. Existing approaches of speech-driven facial animation can produce satisfactory mouth movement and lip synchronization, but show weakness in dramatic emotional expressions and flexibility in emotion control. This paper presents a novel deep learning-based approach for expressive facial animation generation from speech that can exhibit wide-spectrum facial expressions with controllable emotion type and intensity. We propose an emotion controller module to learn the relationship between the emotion variations (e.g., types and intensity) and the corresponding facial expression parameters. It enables emotion-controllable facial animation, where the target expression can be continuously adjusted as desired. The qualitative and quantitative evaluations show that the animation generated by our method is rich in facial emotional expressiveness while retaining accurate lip movement, outperforming other state-of-the-art methods.

Key facts. Cited by 4 papers in the map (data through 7 Oct 2026). Builds on 15 of its 28 references that are in the map. First posted on arXiv 5 Jan 2023.

Builds on

15 of 28 references.

References · 15

  1. 2020Face2Face: Real-time Face Capture and Reenactment of RGB Videoscited by 631
  2. 2018Deep Audio-Visual Speech Recognitioncited by 318
  3. 2018Deep Video Portraitscited by 265
  4. 2019Capture, Learning, and Synthesis of 3D Speaking Stylescited by 257
  5. 2022EMOCA: Emotion Driven Monocular Face Capture and Animationcited by 254
  6. 2019Neural Voice Puppetry: Audio-driven Facial Reenactmentcited by 249
  7. 2021FaceFormer: Speech-Driven 3D Facial Animation with Transformerscited by 208
  8. 2021MeshTalk: 3D Face Animation from Speech using Cross-Modality Disentanglementcited by 189
  9. 2021Audio-Driven Emotional Video Portraitscited by 180
  10. 2020Audio-driven Talking Face Video Generation with Learning-based Personalized Head Posecited by 92
  11. 2018VisemeNet: Audio-Driven Animator-Centric Speech Animationcited by 62
  12. 2021Distract Your Attention: Multi-head Cross Attention Network for Facial Expression Recognitioncited by 55
3 more
  1. 2020Geometry-guided Dense Perspective Network for Speech-Driven Facial Animationcited by 19
  2. 2019Audio2Face: Generating Speech/Face Animation from Single Audio with Attention-Based Bidirectional LSTM Networkscited by 8
  3. 2017End-to-end Learning for 3D Facial Animation from Raw Waveforms of Speechcited by 4

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Citing papers per year: 2024: 1; 2025: 3.

4 papers.