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Related papers: OLKAVS: An Open Large-Scale Korean Audio-Visual Sp…

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Overlapping Speech Detection (OSD) aims to identify regions where multiple speakers overlap in a conversation, a critical challenge in multi-party speech processing. This work proposes a speaker-aware progressive OSD model that leverages a…

Sound · Computer Science 2025-05-30 Zhaokai Sun , Li Zhang , Qing Wang , Pan Zhou , Lei Xie

There has been a long-standing quest for a unified audio-visual-text model to enable various multimodal understanding tasks, which mimics the listening, seeing and reading process of human beings. Humans tends to represent knowledge using…

Audio and Speech Processing · Electrical Eng. & Systems 2024-02-22 Xianghu Yue , Xiaohai Tian , Lu Lu , Malu Zhang , Zhizheng Wu , Haizhou Li

Speech data has rich acoustic and paralinguistic information with important cues for understanding a speaker's tone, emotion, and intent, yet traditional large language models such as BERT do not incorporate this information. There has been…

Computation and Language · Computer Science 2023-11-14 Fatema Hasan , Yulong Li , James Foulds , Shimei Pan , Bishwaranjan Bhattacharjee

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…

Computer Vision and Pattern Recognition · Computer Science 2021-12-07 Suzhen Wang , Lincheng Li , Yu Ding , Xin Yu

In this paper, we introduce four comprehensive datasets for the Chuvash language, aiming to support and enhance linguistic research and technological development for this underrepresented language. These datasets include a monolingual…

Computation and Language · Computer Science 2024-07-18 Nikolay Plotnikov , Alexander Antonov

Overlapped Speech Detection (OSD) is an important part of speech applications involving analysis of multi-party conversations. However, most of existing OSD systems are trained and evaluated on small datasets with limited application…

Sound · Computer Science 2023-09-08 Zhaohui Yin , Jingguang Tian , Xinhui Hu , Xinkang Xu , Yang Xiang

Endeavors have been made to explore Large Language Models for video analysis (Video-LLMs), particularly in understanding and interpreting long videos. However, existing Video-LLMs still face challenges in effectively integrating the rich…

Computer Vision and Pattern Recognition · Computer Science 2024-12-12 Jungang Li , Sicheng Tao , Yibo Yan , Xiaojie Gu , Haodong Xu , Xu Zheng , Yuanhuiyi Lyu , Linfeng Zhang , Xuming Hu

Smartphones have been employed with biometric-based verification systems to provide security in highly sensitive applications. Audio-visual biometrics are getting popular due to their usability, and also it will be challenging to spoof…

Despite the growing demand for digital therapeutics for children with Autism Spectrum Disorder (ASD), there is currently no speech corpus available for Korean children with ASD. This paper introduces a speech corpus specifically designed…

Audio and Speech Processing · Electrical Eng. & Systems 2024-02-27 Seonwoo Lee , Jihyun Mun , Sunhee Kim , Minhwa Chung

Large language models have demonstrated substantial advancements in reasoning capabilities. However, current Vision-Language Models (VLMs) often struggle to perform systematic and structured reasoning, especially when handling complex…

Computer Vision and Pattern Recognition · Computer Science 2025-07-22 Guowei Xu , Peng Jin , Ziang Wu , Hao Li , Yibing Song , Lichao Sun , Li Yuan

Medical large vision-language models (LVLMs) have demonstrated promising performance across various single-image question answering (QA) benchmarks, yet their capability in processing multi-image clinical scenarios remains underexplored.…

Computer Vision and Pattern Recognition · Computer Science 2025-05-27 Xikai Yang , Juzheng Miao , Yuchen Yuan , Jiaze Wang , Qi Dou , Jinpeng Li , Pheng-Ann Heng

The aim of this work is to investigate the impact of crossmodal self-supervised pre-training for speech reconstruction (video-to-audio) by leveraging the natural co-occurrence of audio and visual streams in videos. We propose LipSound2…

Sound · Computer Science 2022-09-13 Leyuan Qu , Cornelius Weber , Stefan Wermter

The advancement of audio-language (AL) multimodal learning tasks has been significant in recent years. However, researchers face challenges due to the costly and time-consuming collection process of existing audio-language datasets, which…

Audio and Speech Processing · Electrical Eng. & Systems 2024-07-22 Xinhao Mei , Chutong Meng , Haohe Liu , Qiuqiang Kong , Tom Ko , Chengqi Zhao , Mark D. Plumbley , Yuexian Zou , Wenwu Wang

Numerous datasets have been proposed to combat the spread of online hate. Despite these efforts, a majority of these resources are English-centric, primarily focusing on overt forms of hate. This research gap calls for developing…

Computation and Language · Computer Science 2023-10-25 Chaewon Park , Soohwan Kim , Kyubyong Park , Kunwoo Park

Developing open-source foundation models is essential for advancing research in music audio understanding and ensuring access to powerful, multipurpose representations for music information retrieval. We present OMAR-RQ, a model trained…

While large multimodal models (LMMs) have demonstrated strong performance across various Visual Question Answering (VQA) tasks, certain challenges require complex multi-step reasoning to reach accurate answers. One particularly challenging…

Conversational generative AI has demonstrated remarkable promise for empowering biomedical practitioners, but current investigations focus on unimodal text. Multimodal conversational AI has seen rapid progress by leveraging billions of…

Computer Vision and Pattern Recognition · Computer Science 2023-06-02 Chunyuan Li , Cliff Wong , Sheng Zhang , Naoto Usuyama , Haotian Liu , Jianwei Yang , Tristan Naumann , Hoifung Poon , Jianfeng Gao

In this paper, we provide a large audio-visual speaker recognition dataset, VoxBlink2, which includes approximately 10M utterances with videos from 110K+ speakers in the wild. This dataset represents a significant expansion over the…

Audio and Speech Processing · Electrical Eng. & Systems 2024-07-17 Yuke Lin , Ming Cheng , Fulin Zhang , Yingying Gao , Shilei Zhang , Ming Li

We introduce MuAViC, a multilingual audio-visual corpus for robust speech recognition and robust speech-to-text translation providing 1200 hours of audio-visual speech in 9 languages. It is fully transcribed and covers 6 English-to-X…

Computation and Language · Computer Science 2023-03-08 Mohamed Anwar , Bowen Shi , Vedanuj Goswami , Wei-Ning Hsu , Juan Pino , Changhan Wang

We present an open-source speech corpus for the Kazakh language. The Kazakh speech corpus (KSC) contains around 332 hours of transcribed audio comprising over 153,000 utterances spoken by participants from different regions and age groups,…

Audio and Speech Processing · Electrical Eng. & Systems 2021-07-22 Yerbolat Khassanov , Saida Mussakhojayeva , Almas Mirzakhmetov , Alen Adiyev , Mukhamet Nurpeiissov , Huseyin Atakan Varol