Emotionally Enhanced Talking Face Generation
Not on the map. Why?
Abstract (arXiv)
Several works have developed end-to-end pipelines for generating lip-synced talking faces with various real-world applications, such as teaching and language translation in videos. However, these prior works fail to create realistic-looking videos since they focus little on people's expressions and emotions. Moreover, these methods' effectiveness largely depends on the faces in the training dataset, which means they may not perform well on unseen faces. To mitigate this, we build a talking face generation framework conditioned on a categorical emotion to generate videos with appropriate expressions, making them more realistic and convincing. With a broad range of six emotions, i.e., happiness, sadness, fear, anger, disgust, and neutral, we show that our model can adapt to arbitrary identities, emotions, and languages. Our proposed framework is equipped with a user-friendly web interface with a real-time experience for talking face generation with emotions. We also conduct a user study for subjective evaluation of our interface's usability, design, and functionality. Project page: https://midas.iiitd.edu.in/emo/
Key facts. Cited by 14 papers in the map (data through 7 Oct 2026). Builds on 25 of its 55 references that are in the map. First posted on arXiv 21 Mar 2023.
Builds on
25 of 55 references.
References · 25
- 2015Deep Residual Learning for Image Recognitioncited by 51,809
- 2014Very Deep Convolutional Networks for Large-Scale Image Recognitioncited by 15,267
- 2014Going Deeper with Convolutionscited by 4,231
- 2016Perceptual Losses for Real-Time Style Transfer and Super-Resolutioncited by 2,678
- 2020A Lip Sync Expert Is All You Need for Speech to Lip Generation In The Wildcited by 669
- 2018Deep Audio-Visual Speech Recognitioncited by 318
- 2020MakeItTalk: Speaker-Aware Talking-Head Animationcited by 310
- 2021Pose-Controllable Talking Face Generation by Implicitly Modularized Audio-Visual Representationcited by 288
- 2019Hierarchical Cross-Modal Talking Face Generationwith Dynamic Pixel-Wise Losscited by 252
- 2019Neural Voice Puppetry: Audio-driven Facial Reenactmentcited by 249
- 2021Audio-Driven Emotional Video Portraitscited by 180
- 2022StyleHEAT: One-Shot High-Resolution Editable Talking Face Generation via Pre-trained StyleGANcited by 169
13 more
- 2021Audio2Head: Audio-driven One-shot Talking-head Generation with Natural Head Motioncited by 148
- 2019Realistic Speech-Driven Facial Animation with GANscited by 142
- 2020Talking-head Generation with Rhythmic Head Motioncited by 112
- 2021FACIAL: Synthesizing Dynamic Talking Face with Implicit Attribute Learningcited by 90
- 2018ReenactGAN: Learning to Reenact Faces via Boundary Transfercited by 85
- 2020Everybody's Talkin': Let Me Talk as You Wantcited by 83
- 2021Deepfakes Generation and Detection: State-of-the-art, open challenges, countermeasures, and way forwardcited by 82
- 2020Speech Driven Talking Face Generation from a Single Image and an Emotion Conditioncited by 46
- 2022Emotion-Controllable Generalized Talking Face Generationcited by 43
- 2019Product of Orthogonal Spheres Parameterization for Disentangled Representation Learningcited by 8
- 2022Attention-Based Lip Audio-Visual Synthesis for Talking Face Generation in the Wildcited by 7
- 2021Invertible Frowns: Video-to-Video Facial Emotion Translationcited by 6
- 2020DisCont: Self-Supervised Visual Attribute Disentanglement using Context Vectorscited by 2
Built on by
Citing papers per year: 2023: 2; 2024: 8; 2025: 2; 2026: 2.
14 papers.
Sort:
By area:
- 2024EDTalk: Efficient Disentanglement for Emotional Talking Head Synthesiscited by 79
- 2024FlowVQTalker: High-Quality Emotional Talking Face Generation through Normalizing Flow and Quantizationcited by 39
- 2023From Pixels to Portraits: A Comprehensive Survey of Talking Head Generation Techniques and Applicationscited by 9
- 2024Design-o-meter: Towards Evaluating and Refining Graphic Designscited by 5
- 2024PortraitTalk: Towards Customizable One-Shot Audio-to-Talking Face Generationcited by 5
- 2025EDTalk++: Full Disentanglement for Controllable Talking Head Synthesiscited by 5
- 2024JambaTalk: Speech-Driven 3D Talking Head Generation Based on Hybrid Transformer-Mamba Modelcited by 3
- 2024JEAN: Joint Expression and Audio-guided NeRF-based Talking Face Generationcited by 3
- 2025FREAK: Frequency-modulated High-fidelity and Real-time Audio-driven Talking Portrait Synthesiscited by 2
- 2023Learning and Evaluating Human Preferences for Conversational Head Generationcited by 1
- 2026Cross-Modal Emotion Transfer for Emotion Editing in Talking Face Videocited by 1
- 2024G4G:A Generic Framework for High Fidelity Talking Face Generation with Fine-grained Intra-modal Alignmentcited by 0
- 2026Generative Learning as a Tool to Improve Perception of Emotional Body Motion Expressions27 Jun 2026
- 2026Cross-Modal Emotion Transfer for Emotion Editing in Talking Face Video9 Apr 2026
- 2025EDTalk++: Full Disentanglement for Controllable Talking Head Synthesis19 Aug 2025
- 2025FREAK: Frequency-modulated High-fidelity and Real-time Audio-driven Talking Portrait Synthesis6 Mar 2025
- 2024PortraitTalk: Towards Customizable One-Shot Audio-to-Talking Face Generation10 Dec 2024
- 2024Design-o-meter: Towards Evaluating and Refining Graphic Designs22 Nov 2024
- 2024JEAN: Joint Expression and Audio-guided NeRF-based Talking Face Generation18 Sep 2024
- 2024JambaTalk: Speech-Driven 3D Talking Head Generation Based on Hybrid Transformer-Mamba Model3 Aug 2024
- 2024Embedded Representation Learning Network for Animating Styled Video Portrait29 Apr 2024
- 2024EDTalk: Efficient Disentanglement for Emotional Talking Head Synthesis2 Apr 2024
- 2024FlowVQTalker: High-Quality Emotional Talking Face Generation through Normalizing Flow and Quantization11 Mar 2024
- 2024G4G:A Generic Framework for High Fidelity Talking Face Generation with Fine-grained Intra-modal Alignment28 Feb 2024
- 2024EDTalk: Efficient Disentanglement for Emotional Talking Head Synthesiscited by 79
- 2024FlowVQTalker: High-Quality Emotional Talking Face Generation through Normalizing Flow and Quantizationcited by 39
- 2024Design-o-meter: Towards Evaluating and Refining Graphic Designscited by 5
- 2024PortraitTalk: Towards Customizable One-Shot Audio-to-Talking Face Generationcited by 5
- 2025EDTalk++: Full Disentanglement for Controllable Talking Head Synthesiscited by 5
- 2024JEAN: Joint Expression and Audio-guided NeRF-based Talking Face Generationcited by 3
- 2025FREAK: Frequency-modulated High-fidelity and Real-time Audio-driven Talking Portrait Synthesiscited by 2
- 2023Learning and Evaluating Human Preferences for Conversational Head Generationcited by 1
- 2026Cross-Modal Emotion Transfer for Emotion Editing in Talking Face Videocited by 1
- 2024G4G:A Generic Framework for High Fidelity Talking Face Generation with Fine-grained Intra-modal Alignmentcited by 0
- 2024Embedded Representation Learning Network for Animating Styled Video Portraitcited by 0
- 2026Generative Learning as a Tool to Improve Perception of Emotional Body Motion Expressionscited by 0
- 2026Generative Learning as a Tool to Improve Perception of Emotional Body Motion Expressions27 Jun 2026
- 2026Cross-Modal Emotion Transfer for Emotion Editing in Talking Face Video9 Apr 2026
- 2025EDTalk++: Full Disentanglement for Controllable Talking Head Synthesis19 Aug 2025
- 2025FREAK: Frequency-modulated High-fidelity and Real-time Audio-driven Talking Portrait Synthesis6 Mar 2025
- 2024PortraitTalk: Towards Customizable One-Shot Audio-to-Talking Face Generation10 Dec 2024
- 2024Design-o-meter: Towards Evaluating and Refining Graphic Designs22 Nov 2024
- 2024JEAN: Joint Expression and Audio-guided NeRF-based Talking Face Generation18 Sep 2024
- 2024Embedded Representation Learning Network for Animating Styled Video Portrait29 Apr 2024
- 2024EDTalk: Efficient Disentanglement for Emotional Talking Head Synthesis2 Apr 2024
- 2024FlowVQTalker: High-Quality Emotional Talking Face Generation through Normalizing Flow and Quantization11 Mar 2024
- 2024G4G:A Generic Framework for High Fidelity Talking Face Generation with Fine-grained Intra-modal Alignment28 Feb 2024
- 2023Learning and Evaluating Human Preferences for Conversational Head Generation20 Jul 2023