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Co-speech gesture generation enhances human-computer interaction realism through speech-synchronized gesture synthesis. However, generating semantically meaningful gestures remains a challenging problem. We propose SARGes, a novel framework…

计算与语言 · 计算机科学 2025-03-27 Nan Gao , Yihua Bao , Dongdong Weng , Jiayi Zhao , Jia Li , Yan Zhou , Pengfei Wan , Di Zhang

Semantic communications will play a critical role in enabling goal-oriented services over next-generation wireless systems. However, most prior art in this domain is restricted to specific applications (e.g., text or image), and it does not…

网络与互联网体系结构 · 计算机科学 2022-02-16 Mohammad Karimzadeh Farshbafan , Walid Saad , Merouane Debbah

Reliable co-speech motion generation requires precise motion representation and consistent structural priors across all joints. Existing generative methods typically operate on local joint rotations, which are defined hierarchically based…

计算机视觉与模式识别 · 计算机科学 2026-01-07 Xiangyue Zhang , Jianfang Li , Jianqiang Ren , Jiaxu Zhang

Co-speech gesture is crucial for human-machine interaction and digital entertainment. While previous works mostly map speech audio to human skeletons (e.g., 2D keypoints), directly generating speakers' gestures in the image domain remains…

计算机视觉与模式识别 · 计算机科学 2022-12-06 Xian Liu , Qianyi Wu , Hang Zhou , Yuanqi Du , Wayne Wu , Dahua Lin , Ziwei Liu

Continuous autoregressive speech synthesis has recently emerged as a promising direction for zero-shot text-to-speech (TTS). However, existing methods still suffer from a fundamental mismatch between semantic-prosodic modeling and…

音频与语音处理 · 电气工程与系统科学 2026-05-19 Huimeng Wang , Hui Lu , Jiajun Deng , Haoning Xu , Youjun Chen , Xueyuan Chen , Zhaoqing Li , Shuhai Peng , Shiyin Kang , Xunying Liu

Emotions play a central role in human communication, shaping trust, engagement, and social interaction. As artificial intelligence systems powered by large language models become increasingly integrated into everyday life, enabling them to…

音频与语音处理 · 电气工程与系统科学 2026-03-11 Soumya Dutta

In this paper, we address the problem of referring expression comprehension in videos, which is challenging due to complex expression and scene dynamics. Unlike previous methods which solve the problem in multiple stages (i.e., tracking,…

计算机视觉与模式识别 · 计算机科学 2021-03-24 Sijie Song , Xudong Lin , Jiaying Liu , Zongming Guo , Shih-Fu Chang

Motion reasoning serves as the cornerstone of multi-object tracking (MOT), as it enables consistent association of targets across frames. However, existing motion estimation approaches face two major limitations: (1) instability caused by…

计算机视觉与模式识别 · 计算机科学 2026-04-15 Zikai Song , Junqing Yu , Yi-Ping Phoebe Chen , Wei Yang , Xinchao Wang

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

The automatic co-speech gesture generation draws much attention in computer animation. Previous works designed network structures on individual datasets, which resulted in a lack of data volume and generalizability across different motion…

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

This work focuses on full-body co-speech gesture generation. Existing methods typically employ an autoregressive model accompanied by vector-quantized tokens for gesture generation, which results in information loss and compromises the…

图形学 · 计算机科学 2025-03-19 Binjie Liu , Lina Liu , Sanyi Zhang , Songen Gu , Yihao Zhi , Tianyi Zhu , Lei Yang , Long Ye

Multilingual speech-text models rely on cross-modal language alignment to transfer knowledge between speech and text, but it remains unclear whether this reflects shared computation for the same language or modality-specific processing. We…

计算与语言 · 计算机科学 2026-04-03 Toshiki Nakai , Varsha Suresh , Vera Demberg

Cross-lingual Speech Emotion Recognition (CLSER) aims to identify emotional states in unseen languages. However, existing methods heavily rely on the semantic synchrony of complete labels and static feature stability, hindering low-resource…

声音 · 计算机科学 2026-04-10 Ya Zhao , Yinfeng Yu , Liejun Wang

Recent advances in co-speech gesture and talking head generation have been impressive, yet most methods focus on only one of the two tasks. Those that attempt to generate both often rely on separate models or network modules, increasing…

计算机视觉与模式识别 · 计算机科学 2024-12-20 Steven Hogue , Chenxu Zhang , Yapeng Tian , Xiaohu Guo

Co-speech gesturing is an important modality in conversation, providing context and social cues. In character animation, appropriate and synchronised gestures add realism, and can make interactive agents more engaging. Historically, methods…

人机交互 · 计算机科学 2024-05-15 Jonathan Windle , Iain Matthews , Sarah Taylor

Human motion capture data has been widely used in data-driven character animation. In order to generate realistic, natural-looking motions, most data-driven approaches require considerable efforts of pre-processing, including motion…

计算机视觉与模式识别 · 计算机科学 2019-03-05 Noshaba Cheema , Somayeh Hosseini , Janis Sprenger , Erik Herrmann , Han Du , Klaus Fischer , Philipp Slusallek

Recently, learning-based image synthesis has enabled to generate high-resolution images, either applying popular adversarial training or a powerful perceptual loss. However, it remains challenging to successfully leverage synthetic data for…

计算机视觉与模式识别 · 计算机科学 2020-09-21 Yang He , Bernt Schiele , Mario Fritz

Audio-driven talking head generation faces a fundamental trade-off between personalization and generalization, limiting its practical application. Implicit models often achieve generalization at the cost of structural incoherence, resulting…

计算机视觉与模式识别 · 计算机科学 2026-05-29 Shiyu Liu , Kui Jiang , Junjun Jiang , Xianming Liu , Xiaocheng Feng , Hongxun Yao , Qi Tian

Audio-driven talking face generation is a challenging task in digital communication. Despite significant progress in the area, most existing methods concentrate on audio-lip synchronization, often overlooking aspects such as visual quality,…

计算机视觉与模式识别 · 计算机科学 2025-10-02 Fatemeh Nazarieh , Zhenhua Feng , Diptesh Kanojia , Muhammad Awais , Josef Kittler