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We introduce VideoPrism, a general-purpose video encoder that tackles diverse video understanding tasks with a single frozen model. We pretrain VideoPrism on a heterogeneous corpus containing 36M high-quality video-caption pairs and 582M…

Experience and reasoning occur across multiple temporal scales: milliseconds, seconds, hours or days. The vast majority of computer vision research, however, still focuses on individual images or short videos lasting only a few seconds.…

计算机视觉与模式识别 · 计算机科学 2022-10-07 Olivia Wiles , Joao Carreira , Iain Barr , Andrew Zisserman , Mateusz Malinowski

This paper discusses the task of face-based speech synthesis, a kind of personalized speech synthesis where the synthesized voices are constrained to perceptually match with a reference face image. Due to the lack of TTS-quality…

音频与语音处理 · 电气工程与系统科学 2026-01-07 Yao Shi , Yunfei Xu , Hongbin Suo , Yulong Wan , Haifeng Liu

This paper proposes a novel online audio-visual speaker extraction model. In the streaming regime, most studies optimize the audio network only, leaving the visual frontend less explored. We first propose a lightweight visual frontend based…

音频与语音处理 · 电气工程与系统科学 2025-06-03 Zexu Pan , Wupeng Wang , Shengkui Zhao , Chong Zhang , Kun Zhou , Yukun Ma , Bin Ma

This paper presents a novel method for face clustering in videos using a video-centralised transformer. Previous works often employed contrastive learning to learn frame-level representation and used average pooling to aggregate the…

计算机视觉与模式识别 · 计算机科学 2023-02-16 Yujiang Wang , Mingzhi Dong , Jie Shen , Yiming Luo , Yiming Lin , Pingchuan Ma , Stavros Petridis , Maja Pantic

Recent methods for audio-driven talking head synthesis often optimize neural radiance fields (NeRF) on a monocular talking portrait video, leveraging its capability to render high-fidelity and 3D-consistent novel-view frames. However, they…

计算机视觉与模式识别 · 计算机科学 2024-04-01 Jaehoon Ko , Kyusun Cho , Joungbin Lee , Heeji Yoon , Sangmin Lee , Sangjun Ahn , Seungryong Kim

Since the beginning of the COVID-19 pandemic, remote conferencing and school-teaching have become important tools. The previous applications aim to save the commuting cost with real-time interactions. However, our application is going to…

人工智能 · 计算机科学 2022-10-14 Aolan Sun , Xulong Zhang , Tiandong Ling , Jianzong Wang , Ning Cheng , Jing Xiao

Synthesizing realistic videos of talking faces under custom lighting conditions and viewing angles benefits various downstream applications like video conferencing. However, most existing relighting methods are either time-consuming or…

计算机视觉与模式识别 · 计算机科学 2024-10-25 Ziqi Cai , Kaiwen Jiang , Shu-Yu Chen , Yu-Kun Lai , Hongbo Fu , Boxin Shi , Lin Gao

Video represents the majority of internet traffic today, driving a continual race between the generation of higher quality content, transmission of larger file sizes, and the development of network infrastructure. In addition, the recent…

图像与视频处理 · 电气工程与系统科学 2022-04-05 Pulkit Tandon , Shubham Chandak , Pat Pataranutaporn , Yimeng Liu , Anesu M. Mapuranga , Pattie Maes , Tsachy Weissman , Misha Sra

Generating semantically and temporally aligned audio content in accordance with video input has become a focal point for researchers, particularly following the remarkable breakthrough in text-to-video generation. In this work, we aim to…

声音 · 计算机科学 2025-03-12 Manjie Xu , Chenxing Li , Xinyi Tu , Yong Ren , Rilin Chen , Yu Gu , Wei Liang , Dong Yu

Talking face generation has a wide range of potential applications in the field of virtual digital humans. However, rendering high-fidelity facial video while ensuring lip synchronization is still a challenge for existing audio-driven…

计算机视觉与模式识别 · 计算机科学 2023-10-17 Yaosen Chen , Yu Yao , Zhiqiang Li , Wei Wang , Yanru Zhang , Han Yang , Xuming Wen

We introduce TalkVerse, a large-scale, open corpus for single-person, audio-driven talking video generation designed to enable fair, reproducible comparison across methods. While current state-of-the-art systems rely on closed data or…

计算机视觉与模式识别 · 计算机科学 2025-12-18 Zhenzhi Wang , Jian Wang , Ke Ma , Dahua Lin , Bing Zhou

We introduce GaussianSpeech, a novel approach that synthesizes high-fidelity animation sequences of photo-realistic, personalized 3D human head avatars from spoken audio. To capture the expressive, detailed nature of human heads, including…

计算机视觉与模式识别 · 计算机科学 2024-12-02 Shivangi Aneja , Artem Sevastopolsky , Tobias Kirschstein , Justus Thies , Angela Dai , Matthias Nießner

Recent advances in diffusion-based lip-syncing generative models have demonstrated their ability to produce highly synchronized talking face videos for visual dubbing. Although these models excel at lip synchronization, they often struggle…

计算机视觉与模式识别 · 计算机科学 2025-09-03 Yanyu Zhu , Lichen Bai , Jintao Xu , Hai-tao Zheng

We introduce the first method for audio-driven universal photorealistic avatar synthesis, combining a person-agnostic speech model with our novel Universal Head Avatar Prior (UHAP). UHAP is trained on cross-identity multi-view videos. In…

计算机视觉与模式识别 · 计算机科学 2025-09-24 Kartik Teotia , Helge Rhodin , Mohit Mendiratta , Hyeongwoo Kim , Marc Habermann , Christian Theobalt

Significant progress has been made in talking-face video generation research; however, precise lip-audio synchronization and high visual quality remain challenging in editing lip shapes based on input audio. This paper introduces JoyGen, a…

计算机视觉与模式识别 · 计算机科学 2025-01-06 Qili Wang , Dajiang Wu , Zihang Xu , Junshi Huang , Jun Lv

Audio-driven talking face generation aims to synthesize video with lip movements synchronized to input audio. However, current generative techniques face challenges in preserving intricate regional textures (skin, teeth). To address the…

计算机视觉与模式识别 · 计算机科学 2024-09-06 Lingyu Xiong , Xize Cheng , Jintao Tan , Xianjia Wu , Xiandong Li , Lei Zhu , Fei Ma , Minglei Li , Huang Xu , Zhihu Hu

In this paper, we propose a visual embedding approach to improving embedding aware speech enhancement (EASE) by synchronizing visual lip frames at the phone and place of articulation levels. We first extract visual embedding from lip frames…

声音 · 计算机科学 2020-09-22 Hang Chen , Jun Du , Yu Hu , Li-Rong Dai , Bao-Cai Yin , Chin-Hui Lee

Despite progress in human motion capture, existing multi-view methods often face challenges in estimating the 3D pose and shape of multiple closely interacting people. This difficulty arises from reliance on accurate 2D joint estimations,…

计算机视觉与模式识别 · 计算机科学 2024-08-21 Feichi Lu , Zijian Dong , Jie Song , Otmar Hilliges

Creating high-quality, generalizable speech-driven 3D talking heads remains a persistent challenge. Previous methods achieve satisfactory results for fixed viewpoints and small-scale audio variations, but they struggle with large head…

计算机视觉与模式识别 · 计算机科学 2025-07-11 Wentao Hu , Shunkai Li , Ziqiao Peng , Haoxian Zhang , Fan Shi , Xiaoqiang Liu , Pengfei Wan , Di Zhang , Hui Tian