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Dynamically synthesizing talking speech that actively responds to a listening head is critical during the face-to-face interaction. For example, the speaker could take advantage of the listener's facial expression to adjust the tones,…

音频与语音处理 · 电气工程与系统科学 2023-06-22 Mohan Zhou , Yalong Bai , Wei Zhang , Ting Yao , Tiejun Zhao , Tao Mei

This study explores a streamlined facial data collection method for conversational contexts, addressing the limitations of existing approaches that often require extensive datasets and prioritize technical metrics over user perception and…

人机交互 · 计算机科学 2026-02-03 Seoyoung Kang , Seokhwan Yang , Hail Song , Boram Yoon , Jinwook Kim , Kangsoo Kim , Woontack Woo

Speech-driven gestures and facial animations are fundamental to expressive digital avatars in games, virtual production, and interactive media. However, existing methods are either limited to a single modality for audio motion alignment,…

Audio-visual automatic speech recognition (AV-ASR) is an extension of ASR that incorporates visual cues, often from the movements of a speaker's mouth. Unlike works that simply focus on the lip motion, we investigate the contribution of…

计算机视觉与模式识别 · 计算机科学 2022-06-16 Valentin Gabeur , Paul Hongsuck Seo , Arsha Nagrani , Chen Sun , Karteek Alahari , Cordelia Schmid

Audiovisual automatic speech recognition (AV-ASR) aims to improve the robustness of a speech recognition system by incorporating visual information. Training fully supervised multimodal models for this task from scratch, however is limited…

计算机视觉与模式识别 · 计算机科学 2023-03-30 Paul Hongsuck Seo , Arsha Nagrani , Cordelia Schmid

Speech production involves the movement of various articulators, including tongue, jaw, and lips. Estimating the movement of the articulators from the acoustics of speech is known as acoustic-to-articulatory inversion (AAI). Recently, it…

音频与语音处理 · 电气工程与系统科学 2020-06-23 Aravind Illa , Prasanta Kumar Ghosh

Talking face generation aims to synthesize a sequence of face images that correspond to a clip of speech. This is a challenging task because face appearance variation and semantics of speech are coupled together in the subtle movements of…

计算机视觉与模式识别 · 计算机科学 2019-04-24 Hang Zhou , Yu Liu , Ziwei Liu , Ping Luo , Xiaogang Wang

Over the last few decades, many aspects of human life have been enhanced with virtual domains, from the advent of digital assistants such as Amazon's Alexa and Apple's Siri to the latest metaverse efforts of the rebranded Meta. These trends…

计算机视觉与模式识别 · 计算机科学 2023-03-27 Siddarth Ravichandran , Ondřej Texler , Dimitar Dinev , Hyun Jae Kang

Audio-visual speech enhancement (AV-SE) aims to enhance degraded speech along with extra visual information such as lip videos, and has been shown to be more effective than audio-only speech enhancement. This paper proposes the…

音频与语音处理 · 电气工程与系统科学 2023-11-21 Rui-Chen Zheng , Yang Ai , Zhen-Hua Ling

Audio-driven one-shot talking face generation methods are usually trained on video resources of various persons. However, their created videos often suffer unnatural mouth shapes and asynchronous lips because those methods struggle to learn…

计算机视觉与模式识别 · 计算机科学 2021-12-07 Suzhen Wang , Lincheng Li , Yu Ding , Xin Yu

While accurate lip synchronization has been achieved for arbitrary-subject audio-driven talking face generation, the problem of how to efficiently drive the head pose remains. Previous methods rely on pre-estimated structural information…

计算机视觉与模式识别 · 计算机科学 2021-04-23 Hang Zhou , Yasheng Sun , Wayne Wu , Chen Change Loy , Xiaogang Wang , Ziwei Liu

Sound effect editing-modifying audio by adding, removing, or replacing elements-remains constrained by existing approaches that rely solely on low-level signal processing or coarse text prompts, often resulting in limited flexibility and…

多媒体 · 计算机科学 2025-11-27 Xinyue Guo , Xiaoran Yang , Lipan Zhang , Jianxuan Yang , Zhao Wang , Jian Luan

This work proposes a novel method to generate realistic talking head videos using audio and visual streams. We animate a source image by transferring head motion from a driving video using a dense motion field generated using learnable…

计算机视觉与模式识别 · 计算机科学 2022-10-07 Madhav Agarwal , Rudrabha Mukhopadhyay , Vinay Namboodiri , C V Jawahar

With the development of deep learning and artificial intelligence, audio synthesis has a pivotal role in the area of machine learning and shows strong applicability in the industry. Meanwhile, significant efforts have been dedicated by…

音频与语音处理 · 电气工程与系统科学 2021-08-03 Zhaofeng Shi

Audio-driven 3D facial animation has been widely explored, but achieving realistic, human-like performance is still unsolved. This is due to the lack of available 3D datasets, models, and standard evaluation metrics. To address this, we…

计算机视觉与模式识别 · 计算机科学 2019-05-09 Daniel Cudeiro , Timo Bolkart , Cassidy Laidlaw , Anurag Ranjan , Michael J. Black

The intuitive interaction between the audio and visual modalities is valuable for cross-modal self-supervised learning. This concept has been demonstrated for generic audiovisual tasks like video action recognition and acoustic scene…

音频与语音处理 · 电气工程与系统科学 2020-07-14 Abhinav Shukla , Stavros Petridis , Maja Pantic

We present a novel approach for generating realistic speaking and talking faces by synthesizing a person's voice and facial movements from a static image, a voice profile, and a target text. The model encodes the prompt/driving text, the…

计算机视觉与模式识别 · 计算机科学 2026-02-24 Aashish Chandra , Aashutosh A , Abhijit Das

People talk with diversified styles. For one piece of speech, different talking styles exhibit significant differences in the facial and head pose movements. For example, the "excited" style usually talks with the mouth wide open, while the…

计算机视觉与模式识别 · 计算机科学 2021-11-02 Haozhe Wu , Jia Jia , Haoyu Wang , Yishun Dou , Chao Duan , Qingshan Deng

Visual signals can enhance audiovisual speech recognition accuracy by providing additional contextual information. Given the complexity of visual signals, an audiovisual speech recognition model requires robust generalization capabilities…

音频与语音处理 · 电气工程与系统科学 2024-09-20 Yihan Wu , Yifan Peng , Yichen Lu , Xuankai Chang , Ruihua Song , Shinji Watanabe

We introduce AV-Flow, an audio-visual generative model that animates photo-realistic 4D talking avatars given only text input. In contrast to prior work that assumes an existing speech signal, we synthesize speech and vision jointly. We…

计算机视觉与模式识别 · 计算机科学 2025-02-19 Aggelina Chatziagapi , Louis-Philippe Morency , Hongyu Gong , Michael Zollhoefer , Dimitris Samaras , Alexander Richard