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The task of audio-driven portrait animation involves generating a talking head video using an identity image and an audio track of speech. While many existing approaches focus on lip synchronization and video quality, few tackle the…

计算机视觉与模式识别 · 计算机科学 2024-09-12 Jian Zhang , Weijian Mai , Zhijun Zhang

Diffusion models have revolutionized the field of talking head generation, yet still face challenges in expressiveness, controllability, and stability in long-time generation. In this research, we propose an EmotiveTalk framework to address…

计算机视觉与模式识别 · 计算机科学 2024-12-17 Haotian Wang , Yuzhe Weng , Yueyan Li , Zilu Guo , Jun Du , Shutong Niu , Jiefeng Ma , Shan He , Xiaoyan Wu , Qiming Hu , Bing Yin , Cong Liu , Qingfeng Liu

Talking face generation is a novel and challenging generation task, aiming at synthesizing a vivid speaking-face video given a specific audio. To fulfill emotion-controllable talking face generation, current methods need to overcome two…

计算机视觉与模式识别 · 计算机科学 2025-08-21 Ziqi Zhang , Cheng Deng

Visual emotion expression plays an important role in audiovisual speech communication. In this work, we propose a novel approach to rendering visual emotion expression in speech-driven talking face generation. Specifically, we design an…

音频与语音处理 · 电气工程与系统科学 2021-07-23 Sefik Emre Eskimez , You Zhang , Zhiyao Duan

Talking face generation has gained significant attention as a core application of generative models. To enhance the expressiveness and realism of synthesized videos, emotion editing in talking face video plays a crucial role. However,…

计算机视觉与模式识别 · 计算机科学 2026-04-20 Chanhyuk Choi , Taesoo Kim , Donggyu Lee , Siyeol Jung , Taehwan Kim

Recently, emotional talking face generation has received considerable attention. However, existing methods only adopt one-hot coding, image, or audio as emotion conditions, thus lacking flexible control in practical applications and failing…

计算机视觉与模式识别 · 计算机科学 2023-06-01 Chao Xu , Junwei Zhu , Jiangning Zhang , Yue Han , Wenqing Chu , Ying Tai , Chengjie Wang , Zhifeng Xie , Yong Liu

Although automatically animating audio-driven talking heads has recently received growing interest, previous efforts have mainly concentrated on achieving lip synchronization with the audio, neglecting two crucial elements for generating…

计算机视觉与模式识别 · 计算机科学 2024-03-13 Shuai Tan , Bin Ji , Ye Pan

Generating emotion-specific talking head videos from audio input is an important and complex challenge for human-machine interaction. However, emotion is highly abstract concept with ambiguous boundaries, and it necessitates disentangled…

计算机视觉与模式识别 · 计算机科学 2025-04-03 Xuli Shen , Hua Cai , Dingding Yu , Weilin Shen , Qing Xu , Xiangyang Xue

Implementing fine-grained emotion control is crucial for emotion generation tasks because it enhances the expressive capability of the generative model, allowing it to accurately and comprehensively capture and express various nuanced…

计算机视觉与模式识别 · 计算机科学 2024-02-05 Guanwen Feng , Haoran Cheng , Yunan Li , Zhiyuan Ma , Chaoneng Li , Zhihao Qian , Qiguang Miao , Chi-Man Pun

For realistic talking head generation, creating natural head motion while maintaining accurate lip synchronization is essential. To fulfill this challenging task, we propose DisCoHead, a novel method to disentangle and control head pose and…

计算机视觉与模式识别 · 计算机科学 2023-03-15 Geumbyeol Hwang , Sunwon Hong , Seunghyun Lee , Sungwoo Park , Gyeongsu Chae

In this paper, we propose a novel text-based talking-head video generation framework that synthesizes high-fidelity facial expressions and head motions in accordance with contextual sentiments as well as speech rhythm and pauses. To be…

计算机视觉与模式识别 · 计算机科学 2021-05-10 Lincheng Li , Suzhen Wang , Zhimeng Zhang , Yu Ding , Yixing Zheng , Xin Yu , Changjie Fan

Emotionally talking head video generation aims to generate expressive portrait videos with accurate lip synchronization and emotional facial expressions. Current methods rely on simple emotional labels, leading to insufficient semantic…

计算机视觉与模式识别 · 计算机科学 2026-04-28 Yahui Li , Yinfeng Yu , Liejun Wang , Shengjie Shen

Recent advances in Talking Head Generation (THG) have achieved impressive lip synchronization and visual quality through diffusion models; yet existing methods struggle to generate emotionally expressive portraits while preserving speaker…

计算机视觉与模式识别 · 计算机科学 2025-08-07 Weipeng Tan , Chuming Lin , Chengming Xu , FeiFan Xu , Xiaobin Hu , Xiaozhong Ji , Junwei Zhu , Chengjie Wang , Yanwei Fu

Audio-driven emotional 3D facial animation aims to generate synchronized lip movements and vivid facial expressions. However, most existing approaches focus on static and predefined emotion labels, limiting their diversity and naturalness.…

计算机视觉与模式识别 · 计算机科学 2025-08-15 Chang Liu , Ye Pan , Chenyang Ding , Susanto Rahardja , Xiaokang Yang

Recent advancements in audio-driven talking face generation have made great progress in lip synchronization. However, current methods often lack sufficient control over facial animation such as speaking style and emotional expression,…

计算机视觉与模式识别 · 计算机科学 2025-03-21 Baiqin Wang , Xiangyu Zhu , Fan Shen , Hao Xu , Zhen Lei

Realistic talking-head video generation is critical for virtual avatars, film production, and interactive systems. Current methods struggle with nuanced emotional expressions due to the lack of fine-grained emotion control. To address this…

计算机视觉与模式识别 · 计算机科学 2026-05-12 Jiayi Lyu , Leigang Qu , Wenjing Zhang , Hanyu Jiang , Kai Liu , Zhenglin Zhou , Xiaobo Xia , Jian Xue , Tat-Seng Chua

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…

计算机视觉与模式识别 · 计算机科学 2025-05-08 Yutong Chen , Junhong Zhao , Wei-Qiang Zhang

Despite the significant progress in recent years, very few of the AI-based talking face generation methods attempt to render natural emotions. Moreover, the scope of the methods is majorly limited to the characteristics of the training…

计算机视觉与模式识别 · 计算机科学 2022-05-04 Sanjana Sinha , Sandika Biswas , Ravindra Yadav , Brojeshwar Bhowmick

We present a method that generates expressive talking heads from a single facial image with audio as the only input. In contrast to previous approaches that attempt to learn direct mappings from audio to raw pixels or points for creating…

计算机视觉与模式识别 · 计算机科学 2021-02-26 Yang Zhou , Xintong Han , Eli Shechtman , Jose Echevarria , Evangelos Kalogerakis , Dingzeyu Li

Vivid talking face generation holds immense potential applications across diverse multimedia domains, such as film and game production. While existing methods accurately synchronize lip movements with input audio, they typically ignore…

计算机视觉与模式识别 · 计算机科学 2024-06-13 Jiadong Liang , Feng Lu
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