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We present a learning-based method for detecting real and fake deepfake multimedia content. To maximize information for learning, we extract and analyze the similarity between the two audio and visual modalities from within the same video.…

计算机视觉与模式识别 · 计算机科学 2020-08-04 Trisha Mittal , Uttaran Bhattacharya , Rohan Chandra , Aniket Bera , Dinesh Manocha

Large-scale multimodal generative modeling has created milestones in text-to-image and text-to-video generation. Its application to audio still lags behind for two main reasons: the lack of large-scale datasets with high-quality text-audio…

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

Generating music with emotion similar to that of an input video is a very relevant issue nowadays. Video content creators and automatic movie directors benefit from maintaining their viewers engaged, which can be facilitated by producing…

声音 · 计算机科学 2020-04-07 Gwenaelle Cunha Sergio , Minho Lee

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

Spoken dialogue systems that assist users to solve complex tasks such as movie ticket booking have become an emerging research topic in artificial intelligence and natural language processing areas. With a well-designed dialogue system as…

计算与语言 · 计算机科学 2021-09-01 Shang-Yu Su , Po-Wei Lin , Yun-Nung Chen

Quality of data plays an important role in most deep learning tasks. In the speech community, transcription of speech recording is indispensable. Since the transcription is usually generated artificially, automatically finding errors in…

计算与语言 · 计算机科学 2019-07-23 Xiaofei Wang , Jinyi Yang , Ruizhi Li , Samik Sadhu , Hynek Hermansky

In this paper, we address the task of multimodal-to-speech generation, which aims to synthesize high-quality speech from multiple input modalities: text, video, and reference audio. This task has gained increasing attention due to its wide…

计算机视觉与模式识别 · 计算机科学 2025-10-06 Jeongsoo Choi , Ji-Hoon Kim , Kim Sung-Bin , Tae-Hyun Oh , Joon Son Chung

The visual dubbing task aims to generate mouth movements synchronized with the driving audio, which has seen significant progress in recent years. However, two critical deficiencies hinder their wide application: (1) Audio-only driving…

计算机视觉与模式识别 · 计算机科学 2025-09-29 Liyang Chen , Tianze Zhou , Xu He , Boshi Tang , Zhiyong Wu , Yang Huang , Yang Wu , Zhongqian Sun , Wei Yang , Helen Meng

Training task-completion dialogue agents with reinforcement learning usually requires a large number of real user experiences. The Dyna-Q algorithm extends Q-learning by integrating a world model, and thus can effectively boost training…

计算与语言 · 计算机科学 2018-11-20 Yuexin Wu , Xiujun Li , Jingjing Liu , Jianfeng Gao , Yiming Yang

English speech rhythm, the temporal patterns of stressed syllables, is essential for English as a second language (ESL) learners to produce natural-sounding and comprehensible speech. Rhythm training is generally based on imitation of…

人机交互 · 计算机科学 2025-07-28 Chang Chen , Sicheng Song , Shuchang Xu , Zhicheng Li , Huamin Qu , Yanna Lin

Audio-visual speaker extraction has attracted increasing attention, as it removes the need for pre-registered speech and leverages the visual modality as a complement to audio. Although existing methods have achieved impressive performance,…

多媒体 · 计算机科学 2026-03-03 Jiadong Wang , Ke Zhang , Xinyuan Qian , Ruijie Tao , Haizhou Li , Björn Schuller

User-machine interaction is crucial for information retrieval, especially for spoken content retrieval, because spoken content is difficult to browse, and speech recognition has a high degree of uncertainty. In interactive retrieval, the…

计算与语言 · 计算机科学 2018-04-03 Pei-Hung Chung , Kuan Tung , Ching-Lun Tai , Hung-Yi Lee

Retrieval-augmented generation can improve audio captioning by incorporating relevant audio-text pairs from a knowledge base. Existing methods typically rely solely on the input audio as a unimodal retrieval query. In contrast, we propose…

声音 · 计算机科学 2025-06-11 Choi Changin , Lim Sungjun , Rhee Wonjong

Human-robot interaction requires robots to process language incrementally, adapting their actions in real-time based on evolving speech input. Existing approaches to language-guided robot motion planning typically assume fully specified…

机器人学 · 计算机科学 2026-02-16 Mitchell Abrams , Thies Oelerich , Christian Hartl-Nesic , Andreas Kugi , Matthias Scheutz

Audio Descriptions (ADs) aim to provide a narration of a movie in text form, describing non-dialogue-related narratives, such as characters, actions, or scene establishment. Automatic generation of ADs remains challenging due to: i) the…

计算机视觉与模式识别 · 计算机科学 2024-11-28 Bo Fang , Wenhao Wu , Qiangqiang Wu , Yuxin Song , Antoni B. Chan

Spoken conversational systems require more than accurate speech generation to have human-like conversations: to feel natural and engaging, they must produce conversational behaviour that adapts dynamically to the context. Current spoken…

计算与语言 · 计算机科学 2026-04-16 Maike Züfle , Ondrej Klejch , Nicholas Sanders , Jan Niehues , Alexandra Birch , Tsz Kin Lam

In this paper, we propose a novel audio-driven talking head method capable of simultaneously generating highly expressive facial expressions and hand gestures. Unlike existing methods that focus on generating full-body or half-body poses,…

计算机视觉与模式识别 · 计算机科学 2025-01-22 Linrui Tian , Siqi Hu , Qi Wang , Bang Zhang , Liefeng Bo

This paper presents a self-supervised method for visual detection of the active speaker in a multi-person spoken interaction scenario. Active speaker detection is a fundamental prerequisite for any artificial cognitive system attempting to…

计算机视觉与模式识别 · 计算机科学 2019-07-19 Kalin Stefanov , Jonas Beskow , Giampiero Salvi

Agentic multimodal models should not only comprehend text and images, but also actively invoke external tools, such as code execution environments and web search, and integrate these operations into reasoning. In this work, we introduce…

计算机视觉与模式识别 · 计算机科学 2026-03-12 Jack Hong , Chenxiao Zhao , ChengLin Zhu , Weiheng Lu , Guohai Xu , Xing Yu