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Recognizing human non-speech vocalizations is an important task and has broad applications such as automatic sound transcription and health condition monitoring. However, existing datasets have a relatively small number of vocal sound…

声音 · 计算机科学 2022-06-22 Yuan Gong , Jin Yu , James Glass

Communicating in noisy, multi-talker environments is challenging, especially for people with hearing impairments. Egocentric video data can potentially be used to identify a user's conversation partners, which could be used to inform…

计算机视觉与模式识别 · 计算机科学 2024-06-13 Tobias Dorszewski , Søren A. Fuglsang , Jens Hjortkjær

Despite huge gains in performance in natural language understanding via large language models in recent years, voice assistants still often fail to meet user expectations. In this study, we conducted a mixed-methods analysis of how voice…

人机交互 · 计算机科学 2023-03-06 Amanda Baughan , Allison Mercurio , Ariel Liu , Xuezhi Wang , Jilin Chen , Xiao Ma

Training dialog policies for speech-based virtual assistants requires a plethora of conversational data. The data collection phase is often expensive and time consuming due to human involvement. To address this issue, a common solution is…

计算与语言 · 计算机科学 2019-11-11 Maryam Fazel-Zarandi , Longshaokan Wang , Aditya Tiwari , Spyros Matsoukas

Language technologies have a racial bias, committing greater errors for Black users than for white users. However, little work has evaluated what effect these disparate error rates have on users themselves. The present study aims to…

人机交互 · 计算机科学 2023-02-27 Kimi Wenzel , Nitya Devireddy , Cam Davidson , Geoff Kaufman

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,…

Automatic speech recognition systems are part of people's daily lives, embedded in personal assistants and mobile phones, helping as a facilitator for human-machine interaction while allowing access to information in a practically intuitive…

声音 · 计算机科学 2021-10-05 Julio Cesar Duarte , Sérgio Colcher

Our work addresses the challenges older adults face with commercial Voice Assistants (VAs), notably in conversation breakdowns and error handling. Traditional methods of collecting user experiences-usage logs and post-hoc interviews-do not…

人机交互 · 计算机科学 2024-09-25 Amama Mahmood , Junxiang Wang , Chien-Ming Huang

For a robot to repair its own error, it must first know it has made a mistake. One way that people detect errors is from the implicit reactions from bystanders -- their confusion, smirks, or giggles clue us in that something unexpected…

Automated speaker recognition uses data processing to identify speakers by their voice. Today, automated speaker recognition is deployed on billions of smart devices and in services such as call centres. Despite their wide-scale deployment…

声音 · 计算机科学 2022-06-22 Wiebke Toussaint Hutiri , Aaron Ding

This paper introduces a new large consent-driven dataset aimed at assisting in the evaluation of algorithmic bias and robustness of computer vision and audio speech models in regards to 11 attributes that are self-provided or labeled by…

计算机视觉与模式识别 · 计算机科学 2023-03-10 Bilal Porgali , Vítor Albiero , Jordan Ryda , Cristian Canton Ferrer , Caner Hazirbas

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…

Mistake action detection is crucial for developing intelligent archives that detect workers' errors and provide feedback. Existing studies have focused on visually apparent mistakes in free-style activities, resulting in video-only…

Conversational systems rely heavily on speech recognition to interpret and respond to user commands and queries. Despite progress on speech recognition accuracy, errors may still sometimes occur and can significantly affect the end-user…

人机交互 · 计算机科学 2025-06-23 Sadia Nowrin , Keith Vertanen

AI models have made significant strides in recent years in their ability to describe and answer questions about real-world images. They have also made progress in the ability to converse with users in real-time using audio input. This…

计算机视觉与模式识别 · 计算机科学 2026-02-24 Reza Pourreza , Rishit Dagli , Apratim Bhattacharyya , Sunny Panchal , Guillaume Berger , Roland Memisevic

Learning action models from real-world human-centric interaction datasets is important towards building general-purpose intelligent assistants with efficiency. However, most existing datasets only offer specialist interaction category and…

计算机视觉与模式识别 · 计算机科学 2025-08-07 Liang Xu , Chengqun Yang , Zili Lin , Fei Xu , Yifan Liu , Congsheng Xu , Yiyi Zhang , Jie Qin , Xingdong Sheng , Yunhui Liu , Xin Jin , Yichao Yan , Wenjun Zeng , Xiaokang Yang

How do humans recognize and rectify social missteps? We achieve social competence by looking around at our peers, decoding subtle cues from bystanders - a raised eyebrow, a laugh - to evaluate the environment and our actions. Robots,…

Building an interactive AI assistant that can perceive, reason, and collaborate with humans in the real world has been a long-standing pursuit in the AI community. This work is part of a broader research effort to develop intelligent agents…

Despite extensive efforts on egocentric video datasets and benchmarks, understanding users' internal states, which is crucial for enabling seamless AI assistant experiences, remains largely overlooked. In this work, we introduce…

Although empathic interaction between counselor and client is fundamental to success in the psychotherapeutic process, there are currently few datasets to aid a computational approach to empathy understanding. In this paper, we construct a…

计算机视觉与模式识别 · 计算机科学 2023-05-05 Zhou'an_Zhu , Xin Li , Jicai Pan , Yufei Xiao , Yanan Chang , Feiyi Zheng , Shangfei Wang
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