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Audio-Visual Question Answering (AVQA) is a complex multi-modal reasoning task, demanding intelligent systems to accurately respond to natural language queries based on audio-video input pairs. Nevertheless, prevalent AVQA approaches are…

Computer Vision and Pattern Recognition · Computer Science 2025-03-06 Jie Ma , Min Hu , Pinghui Wang , Wangchun Sun , Lingyun Song , Hongbin Pei , Jun Liu , Youtian Du

In high-noise environments such as factories, subways, and busy streets, capturing clear speech is challenging. Throat microphones can offer a solution because of their inherent noise-suppression capabilities; however, the passage of sound…

Sound · Computer Science 2026-04-23 Yunsik Kim , Yonghun Song , Yoonyoung Chung

Active speaker detection is an important component in video analysis algorithms for applications such as speaker diarization, video re-targeting for meetings, speech enhancement, and human-robot interaction. The absence of a large,…

The recent emergence of Large Vision-Language Models(VLMs) has resulted in a variety of different benchmarks for evaluating such models. Despite this, we observe that most existing evaluation methods suffer from the fact that they either…

Computer Vision and Pattern Recognition · Computer Science 2025-04-01 Yoonshik Kim , Jaeyoon Jung

Audio-visual speech recognition (AVSR) gains increasing attention from researchers as an important part of human-computer interaction. However, the existing available Mandarin audio-visual datasets are limited and lack the depth…

Sound · Computer Science 2023-06-06 Jianrong Wang , Yuchen Huo , Li Liu , Tianyi Xu , Qi Li , Sen Li

This paper introduces a high-quality open-source speech synthesis dataset for Kazakh, a low-resource language spoken by over 13 million people worldwide. The dataset consists of about 93 hours of transcribed audio recordings spoken by two…

Audio and Speech Processing · Electrical Eng. & Systems 2021-09-09 Saida Mussakhojayeva , Aigerim Janaliyeva , Almas Mirzakhmetov , Yerbolat Khassanov , Huseyin Atakan Varol

We present the LEMAS-Dataset, which, to our knowledge, is currently the largest open-source multilingual speech corpus with word-level timestamps. Covering over 150,000 hours across 10 major languages, LEMAS-Dataset is constructed via a…

Sound · Computer Science 2026-01-09 Zhiyuan Zhao , Lijian Lin , Ye Zhu , Kai Xie , Yunfei Liu , Yu Li

Incorporating visual modalities to assist Automatic Speech Recognition (ASR) tasks has led to significant improvements. However, existing Audio-Visual Speech Recognition (AVSR) datasets and methods typically rely solely on lip-reading…

Multimedia · Computer Science 2025-04-22 Jinghua Zhao , Yuhang Jia , Shiyao Wang , Jiaming Zhou , Hui Wang , Yong Qin

Human-centric generative models are becoming increasingly popular, giving rise to various innovative tools and applications, such as talking face videos conditioned on text or audio prompts. The core of these capabilities lies in powerful…

Computer Vision and Pattern Recognition · Computer Science 2025-07-15 Donglin Di , He Feng , Wenzhang Sun , Yongjia Ma , Hao Li , Wei Chen , Lei Fan , Tonghua Su , Xun Yang

In this paper, we introduce an open-source Korean-English vision-language model (VLM), VARCO-VISION. We incorporate a step-by-step training strategy that allows a model learn both linguistic and visual information while preserving the…

Computer Vision and Pattern Recognition · Computer Science 2024-12-02 Jeongho Ju , Daeyoung Kim , SunYoung Park , Youngjune Kim

Speech language models (SpeechLMs) have achieved substantial progress by extending large language models (LLMs) to the speech modality. However, SpeechLM evaluation remains heavily centered on English, limiting reliable assessment of…

Computation and Language · Computer Science 2026-05-28 Haechan Kim , Seungjun Chung , Inkyu Park , Jihoo Lee , Jonghyun Lee

Multi-modal large language models have garnered significant interest recently. Though, most of the works focus on vision-language multi-modal models providing strong capabilities in following vision-and-language instructions. However, we…

Computation and Language · Computer Science 2023-09-19 Yu Shu , Siwei Dong , Guangyao Chen , Wenhao Huang , Ruihua Zhang , Daochen Shi , Qiqi Xiang , Yemin Shi

The advancement of artificial intelligence in oral healthcare relies on the availability of large-scale multimodal datasets that capture the complexity of clinical practice. In this paper, we present a comprehensive multimodal dataset,…

Computer Vision and Pattern Recognition · Computer Science 2025-11-10 Haoxin Lv , Ijazul Haq , Jin Du , Jiaxin Ma , Binnian Zhu , Xiaobing Dang , Chaoan Liang , Ruxu Du , Yingjie Zhang , Muhammad Saqib

Visual Speech Recognition (VSR) is the task of predicting spoken words from silent lip movements. VSR is regarded as a challenging task because of the insufficient information on lip movements. In this paper, we propose an Audio Knowledge…

Computer Vision and Pattern Recognition · Computer Science 2024-01-15 Jeong Hun Yeo , Minsu Kim , Jeongsoo Choi , Dae Hoe Kim , Yong Man Ro

This work presents the first systematic investigation of speech bias in multilingual MLLMs. We construct and release the BiasInEar dataset, a speech-augmented benchmark based on Global MMLU Lite, spanning English, Chinese, and Korean,…

Computation and Language · Computer Science 2026-02-03 Sheng-Lun Wei , Yu-Ling Liao , Yen-Hua Chang , Hen-Hsen Huang , Hsin-Hsi Chen

In outside knowledge visual question answering (OK-VQA), the model must identify relevant visual information within an image and incorporate external knowledge to accurately respond to a question. Extending this task to a visually grounded…

Computer Vision and Pattern Recognition · Computer Science 2025-06-12 Benjamin Reichman , Constantin Patsch , Jack Truxal , Atishay Jain , Larry Heck

In response to the rising prominence of the Metaverse, omnidirectional videos (ODVs) have garnered notable interest, gradually shifting from professional-generated content (PGC) to user-generated content (UGC). However, the study of…

Computer Vision and Pattern Recognition · Computer Science 2025-06-13 Fei Zhao , Da Pan , Zelu Qi , Ping Shi

Wav2vec 2.0 is an end-to-end framework of self-supervised learning for speech representation that is successful in automatic speech recognition (ASR), but most of the work on the topic has been developed with a single language: English.…

Computation and Language · Computer Science 2021-10-12 Jounghee Kim , Pilsung Kang

The increasing demand for mental health services has led to the rise of AI-driven mental health chatbots, though challenges related to privacy, data collection, and expertise persist. Motivational Interviewing (MI) is gaining attention as a…

Computation and Language · Computer Science 2025-07-01 Hyunjong Kim , Suyeon Lee , Yeongjae Cho , Eunseo Ryu , Yohan Jo , Suran Seong , Sungzoon Cho

Multimodal large language models (MLLMs) have recently become a focal point of research due to their formidable multimodal understanding capabilities. For example, in the audio and speech domains, an LLM can be equipped with (automatic)…

Computer Vision and Pattern Recognition · Computer Science 2025-03-10 Umberto Cappellazzo , Minsu Kim , Honglie Chen , Pingchuan Ma , Stavros Petridis , Daniele Falavigna , Alessio Brutti , Maja Pantic