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While embeddings from multimodal large language models (LLMs) excel as general-purpose representations, their application to dynamic modalities like audio and video remains underexplored. We introduce WAVE (\textbf{u}nified \&…

Computer Vision and Pattern Recognition · Computer Science 2026-02-24 Changli Tang , Qinfan Xiao , Ke Mei , Tianyi Wang , Fengyun Rao , Chao Zhang

Audiovisual embodied navigation enables robots to locate audio sources by dynamically integrating visual observations from onboard sensors with the auditory signals emitted by the target. The core challenge lies in effectively leveraging…

Computer Vision and Pattern Recognition · Computer Science 2025-09-29 Yinfeng Yu , Hailong Zhang , Meiling Zhu

ViVa-SAFELAND is an open source software library, aimed to test and evaluate vision-based navigation strategies for aerial vehicles, with special interest in autonomous landing, while complying with legal regulations and people's safety. It…

Robotics · Computer Science 2025-03-20 Miguel S. Soriano-García , Diego A. Mercado-Ravell

This paper focuses on the Audio-Visual Question Answering (AVQA) task that aims to answer questions derived from untrimmed audible videos. To generate accurate answers, an AVQA model is expected to find the most informative audio-visual…

Computer Vision and Pattern Recognition · Computer Science 2023-12-21 Zhangbin Li , Dan Guo , Jinxing Zhou , Jing Zhang , Meng Wang

Generating video from various conditions, such as text, image, and audio, enables both spatial and temporal control, leading to high-quality generation results. Videos with dramatic motions often require a higher frame rate to ensure smooth…

Computer Vision and Pattern Recognition · Computer Science 2025-10-17 Xingrui Wang , Jiang Liu , Ze Wang , Xiaodong Yu , Jialian Wu , Ximeng Sun , Yusheng Su , Alan Yuille , Zicheng Liu , Emad Barsoum

World models simulate environmental dynamics to enable agents to plan and reason about future states. While existing approaches have primarily focused on visual observations, real-world perception inherently involves multiple sensory…

Multimedia · Computer Science 2026-03-11 Jiahua Wang , Leqi Zheng , Jialong Wu , Yaoxin Mao

The audio-visual sound separation field assumes visible sources in videos, but this excludes invisible sounds beyond the camera's view. Current methods struggle with such sounds lacking visible cues. This paper introduces a novel…

Computer Vision and Pattern Recognition · Computer Science 2023-10-19 Yiyang Su , Ali Vosoughi , Shijian Deng , Yapeng Tian , Chenliang Xu

Industrial warehouses are congested with moving forklifts, shelves and personnel, making robot teleoperation particularly risky and demanding for blind and low-vision (BLV) operators. Although accessible teleoperation plays a key role in…

Human-Computer Interaction · Computer Science 2025-07-22 Maisha Maimuna , Minhaz Bin Farukee , Sama Nikanfar , Mahfuza Siddiqua , Ayon Roy , Fillia Makedon

Spatial audio is essential for immersive experiences, yet novel-view acoustic synthesis (NVAS) remains challenging due to complex physical phenomena such as reflection, diffraction, and material absorption. Existing methods based on…

Sound · Computer Science 2026-01-28 Congyi Fan , Jian Guan , Youtian Lin , Dongli Xu , Tong Ye , Qiaoxi Zhu , Pengming Feng , Wenwu Wang

Automated audio captioning is a task that generates textual descriptions for audio content, and recent studies have explored using visual information to enhance captioning quality. However, current methods often fail to effectively fuse…

Multimedia · Computer Science 2025-03-18 Kyeongha Rho , Hyeongkeun Lee , Valentio Iverson , Joon Son Chung

We present Audiovisual SlowFast Networks, an architecture for integrated audiovisual perception. AVSlowFast has Slow and Fast visual pathways that are deeply integrated with a Faster Audio pathway to model vision and sound in a unified…

Computer Vision and Pattern Recognition · Computer Science 2020-03-10 Fanyi Xiao , Yong Jae Lee , Kristen Grauman , Jitendra Malik , Christoph Feichtenhofer

Recent advances in interactive technologies have highlighted the prominence of audio signals for semantic encoding. This paper explores a new task, where audio signals are used as conditioning inputs to generate motions that align with the…

Sound · Computer Science 2025-05-30 Zi-An Wang , Shihao Zou , Shiyao Yu , Mingyuan Zhang , Chao Dong

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…

Computer Vision and Pattern Recognition · Computer Science 2022-06-16 Valentin Gabeur , Paul Hongsuck Seo , Arsha Nagrani , Chen Sun , Karteek Alahari , Cordelia Schmid

Visually impaired people face numerous challenges when it comes to transportation. Not only must they circumvent obstacles while navigating, but they also need access to essential information related to available public transport,…

Human-Computer Interaction · Computer Science 2017-03-08 Gourav G. Shenoy , Mangirish A. Wagle , Kay Connelly

Traffic accidents present complex challenges for autonomous driving, often featuring unpredictable scenarios that hinder accurate system interpretation and responses. Nonetheless, prevailing methodologies fall short in elucidating the…

Computer Vision and Pattern Recognition · Computer Science 2025-03-05 Cheng Li , Keyuan Zhou , Tong Liu , Yu Wang , Mingqiao Zhuang , Huan-ang Gao , Bu Jin , Hao Zhao

Audio-Visual Segmentation (AVS) aims to identify, at the pixel level, the object in a visual scene that produces a given sound. Current AVS methods rely on costly fine-grained annotations of mask-audio pairs, making them impractical for…

Computer Vision and Pattern Recognition · Computer Science 2024-03-22 Swapnil Bhosale , Haosen Yang , Diptesh Kanojia , Jiangkang Deng , Xiatian Zhu

Despite advances in Large Multi-modal Models, applying them to long and untrimmed video content remains challenging due to limitations in context length and substantial memory overhead. These constraints often lead to significant…

Computer Vision and Pattern Recognition · Computer Science 2025-03-24 Junho Kim , Hyunjun Kim , Hosu Lee , Yong Man Ro

Audio-visual navigation enables embodied agents to navigate toward sound-emitting targets by leveraging both auditory and visual cues. However, most existing approaches rely on precomputed room impulse responses (RIRs) for binaural audio…

Computer Vision and Pattern Recognition · Computer Science 2026-04-02 Yichen Zeng , Hebaixu Wang , Meng Liu , Yu Zhou , Chen Gao , Kehan Chen , Gongping Huang

Despite impressive advancements in video understanding, most efforts remain limited to coarse-grained or visual-only video tasks. However, real-world videos encompass omni-modal information (vision, audio, and speech) with a series of…

Computer Vision and Pattern Recognition · Computer Science 2025-03-21 Tiantian Geng , Jinrui Zhang , Qingni Wang , Teng Wang , Jinming Duan , Feng Zheng

This paper focuses on designing a noise-robust end-to-end Audio-Visual Speech Recognition (AVSR) system. To this end, we propose Visual Context-driven Audio Feature Enhancement module (V-CAFE) to enhance the input noisy audio speech with a…

Sound · Computer Science 2022-07-14 Joanna Hong , Minsu Kim , Daehun Yoo , Yong Man Ro
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