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In this paper, we consider a novel and practical case for talking face video generation. Specifically, we focus on the scenarios involving multi-people interactions, where the talking context, such as audience or surroundings, is present.…

计算机视觉与模式识别 · 计算机科学 2024-02-29 Meidai Xuanyuan , Yuwang Wang , Honglei Guo , Qionghai Dai

Generating realistic conversational gestures are essential for achieving natural, socially engaging interactions with digital humans. However, existing methods typically map a single audio stream to a single speaker's motion, without…

计算机视觉与模式识别 · 计算机科学 2026-03-31 Yichen Peng , Jyun-Ting Song , Siyeol Jung , Ruofan Liu , Haiyang Liu , Xuangeng Chu , Ruicong Liu , Erwin Wu , Hideki Koike , Kris Kitani

Creating a realistic animatable avatar from a single static portrait remains challenging. Existing approaches often struggle to capture subtle facial expressions, the associated global body movements, and the dynamic background. To address…

计算机视觉与模式识别 · 计算机科学 2025-04-08 Mengchao Wang , Qiang Wang , Fan Jiang , Yaqi Fan , Yunpeng Zhang , Yonggang Qi , Kun Zhao , Mu Xu

Empathetic Response Generation (ERG) is one of the key tasks of the affective computing area, which aims to produce emotionally nuanced and compassionate responses to user's queries. However, existing ERG research is predominantly confined…

多媒体 · 计算机科学 2025-02-10 Han Zhang , Zixiang Meng , Meng Luo , Hong Han , Lizi Liao , Erik Cambria , Hao Fei

Face-to-face communication, as a common human activity, motivates the research on interactive head generation. A virtual agent can generate motion responses with both listening and speaking capabilities based on the audio or motion signals…

计算机视觉与模式识别 · 计算机科学 2025-07-02 Ying Guo , Xi Liu , Cheng Zhen , Pengfei Yan , Xiaoming Wei

The increasing use of dialogue agents makes it extremely desirable for them to understand and acknowledge the implied emotions to respond like humans with empathy. Chatbots using traditional techniques analyze emotions based on the context…

计算与语言 · 计算机科学 2021-05-27 Akhilesh Ravi , Amit Yadav , Jainish Chauhan , Jatin Dholakia , Naman Jain , Mayank Singh

Audio-driven talking face generation has gained significant attention for applications in digital media and virtual avatars. While recent methods improve audio-lip synchronization, they often struggle with temporal consistency, identity…

计算机视觉与模式识别 · 计算机科学 2025-10-28 Fatemeh Nazarieh , Zhenhua Feng , Diptesh Kanojia , Muhammad Awais , Josef Kittler

In the retrieval-based multi-turn dialogue modeling, it remains a challenge to select the most appropriate response according to extracting salient features in context utterances. As a conversation goes on, topic shift at discourse-level…

计算与语言 · 计算机科学 2020-12-18 Yi Xu , Hai Zhao , Zhuosheng Zhang

Emotion perception and adaptive expression are fundamental capabilities in human-agent interaction. While recent advances in speech emotion captioning (SEC) have improved fine-grained emotional modeling, existing systems remain limited to…

计算与语言 · 计算机科学 2026-04-30 Shuhao Xu , Yifan Hu , Jingjing Wu , Zhihao Du , Zheng Lian , Rui Liu

Co-speech gesture generation is crucial for automatic digital avatar animation. However, existing methods suffer from issues such as unstable training and temporal inconsistency, particularly in generating high-fidelity and comprehensive…

计算机视觉与模式识别 · 计算机科学 2023-08-30 Longbin Ji , Pengfei Wei , Yi Ren , Jinglin Liu , Chen Zhang , Xiang Yin

Talking head generation is to generate video based on a given source identity and target motion. However, current methods face several challenges that limit the quality and controllability of the generated videos. First, the generated face…

计算机视觉与模式识别 · 计算机科学 2023-11-03 Yue Gao , Yuan Zhou , Jinglu Wang , Xiao Li , Xiang Ming , Yan Lu

Head avatars animated by visual signals have gained popularity, particularly in cross-driving synthesis where the driver differs from the animated character, a challenging but highly practical approach. The recently presented MegaPortraits…

计算机视觉与模式识别 · 计算机科学 2024-05-01 Nikita Drobyshev , Antoni Bigata Casademunt , Konstantinos Vougioukas , Zoe Landgraf , Stavros Petridis , Maja Pantic

We present X-Actor, a novel audio-driven portrait animation framework that generates lifelike, emotionally expressive talking head videos from a single reference image and an input audio clip. Unlike prior methods that emphasize lip…

计算机视觉与模式识别 · 计算机科学 2025-08-06 Chenxu Zhang , Zenan Li , Hongyi Xu , You Xie , Xiaochen Zhao , Tianpei Gu , Guoxian Song , Xin Chen , Chao Liang , Jianwen Jiang , Linjie Luo

Existing talking avatar methods typically adopt an image-to-video pipeline conditioned on a static reference image within the same scene as the target generation. This restricted, single-view perspective lacks sufficient temporal and…

计算机视觉与模式识别 · 计算机科学 2026-05-01 Zujin Guo , Zhenhui Ye , Yi Ren , Yuanming Li , Ce Chen , Zhibin Hong , Chen Change Loy

Generating realistic human motions that naturally respond to both spoken language and physical objects is crucial for interactive digital experiences. Current methods, however, address speech-driven gestures or object interactions…

计算机视觉与模式识别 · 计算机科学 2025-12-16 Sreehari Rajan , Kunal Bhosikar , Charu Sharma

Addressing the critical shortage of mental health resources for effective screening, diagnosis, and treatment remains a significant challenge. This scarcity underscores the need for innovative solutions, particularly in enhancing the…

计算与语言 · 计算机科学 2024-02-15 Maneesh Bilalpur , Mert Inan , Dorsa Zeinali , Jeffrey F. Cohn , Malihe Alikhani

Talking face generation aims to synthesize a face video with precise lip synchronization as well as a smooth transition of facial motion over the entire video via the given speech clip and facial image. Most existing methods mainly focus on…

计算机视觉与模式识别 · 计算机科学 2020-05-14 Hao Zhu , Huaibo Huang , Yi Li , Aihua Zheng , Ran He

Emotional talking face generation aims to animate a human face in given reference images and generate a talking video that matches the content and emotion of driving audio. However, existing methods neglect that reference images may have a…

多媒体 · 计算机科学 2025-08-19 Kangyi Wu , Pengna Li , Jingwen Fu , Yang Wu , Yuhan Liu , Sanping Zhou , Jinjun Wang

To the best of our knowledge, we first present a live system that generates personalized photorealistic talking-head animation only driven by audio signals at over 30 fps. Our system contains three stages. The first stage is a deep neural…

图形学 · 计算机科学 2021-09-27 Yuanxun Lu , Jinxiang Chai , Xun Cao

Each utterance in multi-turn empathetic dialogues has features such as emotion, keywords, and utterance-level meaning. Feature transitions between utterances occur naturally. However, existing approaches fail to perceive the transitions…

计算与语言 · 计算机科学 2022-05-09 Wongyu Kim , Youbin Ahn , Donghyun Kim , Kyong-Ho Lee