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Non-parallel many-to-many voice conversion remains an interesting but challenging speech processing task. Recently, AutoVC, a conditional autoencoder based method, achieved excellent conversion results by disentangling the speaker identity…

声音 · 计算机科学 2022-08-09 Huaizhen Tang , Xulong Zhang , Jianzong Wang , Ning Cheng , Zhen Zeng , Edward Xiao , Jing Xiao

With the widespread use of intelligent systems, such as smart speakers, addressee recognition has become a concern in human-computer interaction, as more and more people expect such systems to understand complicated social scenes, including…

人工智能 · 计算机科学 2018-09-13 Thao Minh Le , Nobuyuki Shimizu , Takashi Miyazaki , Koichi Shinoda

In the speaker extraction problem, it is found that additional information from the target speaker contributes to the tracking and extraction of the target speaker, which includes voiceprint, lip movement, facial expression, and spatial…

音频与语音处理 · 电气工程与系统科学 2021-06-15 Yunzhe Hao , Jiaming Xu , Peng Zhang , Bo Xu

Gaze following and social gaze prediction are fundamental tasks providing insights into human communication behaviors, intent, and social interactions. Most previous approaches addressed these tasks separately, either by designing highly…

计算机视觉与模式识别 · 计算机科学 2024-03-18 Anshul Gupta , Samy Tafasca , Arya Farkhondeh , Pierre Vuillecard , Jean-Marc Odobez

This paper presents, a first of its kind, audio-visual (AV) speech enhacement challenge in real-noisy settings. A detailed description of the AV challenge, a novel real noisy AV corpus (ASPIRE), benchmark speech enhancement task, and…

声音 · 计算机科学 2019-10-02 Mandar Gogate , Ahsan Adeel , Kia Dashtipour , Peter Derleth , Amir Hussain

Audio-Visual Question Answering (AVQA) requires models to effectively utilize both visual and auditory modalities to answer complex and diverse questions about audio-visual scenes. However, existing methods lack sufficient flexibility and…

计算机视觉与模式识别 · 计算机科学 2026-04-28 Jiayu Zhang , Shuo Ye , Qilang Ye , Xun Lin , Zihan Song , Zitong Yu

Audio-Visual Speech Recognition (AVSR) combines auditory and visual speech cues to enhance the accuracy and robustness of speech recognition systems. Recent advancements in AVSR have improved performance in noisy environments compared to…

音频与语音处理 · 电气工程与系统科学 2025-04-29 Zhaofeng Lin , Naomi Harte

Automatic speaker verification (ASV) technology is recently finding its way to end-user applications for secure access to personal data, smart services or physical facilities. Similar to other biometric technologies, speaker verification is…

声音 · 计算机科学 2016-09-16 Cemal Hanilci , Tomi Kinnunen , Md Sahidullah , Aleksandr Sizov

Gaze following requires both scene understanding and gaze reasoning to localize the gaze target of an in-scene person. Recently, vision foundation models (VFMs) have demonstrated strong performance on this task, enabling simpler…

计算机视觉与模式识别 · 计算机科学 2026-05-22 Shijing Wang , Yaping Huang , Chaoqun Cui , David Wong , Yihua Cheng , Alexandros Neophytou , Hyung Jin Chang

Audio-visual target speech extraction (AV-TSE) is one of the enabling technologies in robotics and many audio-visual applications. One of the challenges of AV-TSE is how to effectively utilize audio-visual synchronization information in the…

声音 · 计算机科学 2024-03-26 Wenxuan Wu , Xueyuan Chen , Xixin Wu , Haizhou Li , Helen Meng

Real-time object detection in AR/VR systems faces critical computational constraints, requiring sub-10\,ms latency within tight power budgets. Inspired by biological foveal vision, we propose a two-stage pipeline that combines…

硬件体系结构 · 计算机科学 2026-03-18 Neeraj Solanki , Hong Ding , Sepehr Tabrizchi , Ali Shafiee Sarvestani , Shaahin Angizi , David Z. Pan , Arman Roohi

This paper investigates the impact of head movements on audio-visual speech enhancement (AVSE). Although being a common conversational feature, head movements have been ignored by past and recent studies: they challenge today's…

声音 · 计算机科学 2022-02-03 Zhiqi Kang , Mostafa Sadeghi , Radu Horaud , Xavier Alameda-Pineda , Jacob Donley , Anurag Kumar

Understanding transcripts of immersive multimodal conversations is challenging because speakers frequently rely on visual context and non-verbal cues, such as gestures and visual attention, which are not captured in speech alone. This lack…

人机交互 · 计算机科学 2025-09-11 Riccardo Bovo , Frederik Brudy , George Fitzmaurice , Fraser Anderson

State-of-the-art target speaker extraction (TSE) systems are typically designed to generalize to any given mixing environment, necessitating a model with a large enough capacity as a generalist. Personalized speech enhancement could be a…

音频与语音处理 · 电气工程与系统科学 2025-08-06 Tsun-An Hsieh , Minje Kim

Vision-Language Models (VLMs), pre-trained on large-scale datasets, have shown impressive performance in various visual recognition tasks. This advancement paves the way for notable performance in Zero-Shot Egocentric Action Recognition…

计算机视觉与模式识别 · 计算机科学 2024-05-14 Guangzhao Dai , Xiangbo Shu , Wenhao Wu , Rui Yan , Jiachao Zhang

Systems that can find correspondences between multiple modalities, such as between speech and images, have great potential to solve different recognition and data analysis tasks in an unsupervised manner. This work studies multimodal…

计算机视觉与模式识别 · 计算机科学 2024-03-08 Khazar Khorrami , Okko Räsänen

While most research into speech synthesis has focused on synthesizing high-quality speech for in-dataset speakers, an equally essential yet unsolved problem is synthesizing speech for unseen speakers who are out-of-dataset with limited…

声音 · 计算机科学 2023-08-28 Wenbin Wang , Yang Song , Sanjay Jha

Active speaker detection (ASD) is a multi-modal task that aims to identify who, if anyone, is speaking from a set of candidates. Current audio-visual approaches for ASD typically rely on visually pre-extracted face tracks (sequences of…

音频与语音处理 · 电气工程与系统科学 2022-03-08 Davide Berghi , Adrian Hilton , Philip J. B. Jackson

In this article, we introduce a novel problem of audio-visual autism behavior recognition, which includes social behavior recognition, an essential aspect previously omitted in AI-assisted autism screening research. We define the task at…

Research on audio clue-based target speaker extraction (TSE) has focused on modeling mixtures and reference speech, achieving strong results in English due to abundant datasets. However, cross-lingual properties remain underexplored, as…

音频与语音处理 · 电气工程与系统科学 2025-06-10 The Hieu Pham , Phuong Thanh Tran Nguyen , Xuan Tho Nguyen , Tan Dat Nguyen , Duc Dung Nguyen
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