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Auditory Attention Decoding (AAD) algorithms play a crucial role in isolating desired sound sources within challenging acoustic environments directly from brain activity. Although recent research has shown promise in AAD using shallow…

声音 · 计算机科学 2023-11-08 Karan Thakkar , Jiarui Hai , Mounya Elhilali

Algorithmic differentiation (AD) allows exact computation of derivatives given only an implementation of an objective function. Although many AD tools are available, a proper and efficient implementation of AD methods is not…

数学软件 · 计算机科学 2018-07-27 Filip Šrajer , Zuzana Kukelova , Andrew Fitzgibbon

Video description involves the generation of the natural language description of actions, events, and objects in the video. There are various applications of video description by filling the gap between languages and vision for visually…

计算机视觉与模式识别 · 计算机科学 2020-12-01 Alok Singh , Thoudam Doren Singh , Sivaji Bandyopadhyay

As generative AI tools like ChatGPT become integral to everyday writing, critical questions arise about how to preserve writers' sense of agency and ownership when using these tools. Yet, a systematic understanding of how AI assistance…

We present MM-Narrator, a novel system leveraging GPT-4 with multimodal in-context learning for the generation of audio descriptions (AD). Unlike previous methods that primarily focused on downstream fine-tuning with short video clips,…

计算机视觉与模式识别 · 计算机科学 2023-11-30 Chaoyi Zhang , Kevin Lin , Zhengyuan Yang , Jianfeng Wang , Linjie Li , Chung-Ching Lin , Zicheng Liu , Lijuan Wang

Behavioral analysis of tutoring dialogues is essential for understanding student learning, yet manual coding remains a bottleneck. We present a methodology where LLM coding agents autonomously improve the prompts used by LLM classifiers to…

人机交互 · 计算机科学 2026-03-31 Eason Chen , Isabel Wang , Nina Yuan , Sophia Judicke , Kayla Beigh , Xinyi Tang

Recent advances in generative AI technologies like large language models have boosted the incorporation of AI assistance in writing workflows, leading to the rise of a new paradigm of human-AI co-creation in writing. To understand how…

计算与语言 · 计算机科学 2024-10-08 Zhuoyan Li , Chen Liang , Jing Peng , Ming Yin

Automatically describing a video with natural language is regarded as a fundamental challenge in computer vision. The problem nevertheless is not trivial especially when a video contains multiple events to be worthy of mention, which often…

计算机视觉与模式识别 · 计算机科学 2018-04-24 Yehao Li , Ting Yao , Yingwei Pan , Hongyang Chao , Tao Mei

Discrete audio representations, termed audio tokens, are broadly categorized into semantic and acoustic tokens, typically generated through unsupervised tokenization of continuous audio representations. However, their applicability to…

声音 · 计算机科学 2025-05-22 Jingguang Tian , Haoqin Sun , Xinhui Hu , Xinkang Xu

We explore a new task for audio-visual-language modeling called fine-grained audible video description (FAVD). It aims to provide detailed textual descriptions for the given audible videos, including the appearance and spatial locations of…

计算机视觉与模式识别 · 计算机科学 2023-04-03 Xuyang Shen , Dong Li , Jinxing Zhou , Zhen Qin , Bowen He , Xiaodong Han , Aixuan Li , Yuchao Dai , Lingpeng Kong , Meng Wang , Yu Qiao , Yiran Zhong

Speaker recognition systems are often limited to classification tasks and struggle to generate detailed speaker characteristics or provide context-rich descriptions. These models primarily extract embeddings for speaker identification but…

计算与语言 · 计算机科学 2025-08-26 Massa Baali , Shuo Han , Syed Abdul Hannan , Purusottam Samal , Karanveer Singh , Soham Deshmukh , Rita Singh , Bhiksha Raj

As human-AI collaboration becomes increasingly prevalent in educational contexts, understanding and measuring the extent and nature of such interactions pose significant challenges. This research investigates the use of authorship…

计算与语言 · 计算机科学 2025-09-09 Eduardo Araujo Oliveira , Madhavi Mohoni , Sonsoles López-Pernas , Mohammed Saqr

We will demonstrate a conversational products recommendation agent. This system shows how we combine research in personalized recommendation systems with research in dialogue systems to build a virtual sales agent. Based on new deep…

计算与语言 · 计算机科学 2016-10-06 Yueming Sun , Yi Zhang , Yunfei Chen , Roger Jin

High-quality, large-scale audio captioning is crucial for advancing audio understanding, yet current automated methods often generate captions that lack fine-grained detail and contextual accuracy, primarily due to their reliance on limited…

声音 · 计算机科学 2025-06-03 Shunian Chen , Xinyuan Xie , Zheshu Chen , Liyan Zhao , Owen Lee , Zhan Su , Qilin Sun , Benyou Wang

Peer review at AI conferences is stressed by rapidly rising submission volumes, leading to deteriorating review quality and increased author dissatisfaction. To address these issues, we developed Review Feedback Agent, a system leveraging…

人工智能 · 计算机科学 2025-04-15 Nitya Thakkar , Mert Yuksekgonul , Jake Silberg , Animesh Garg , Nanyun Peng , Fei Sha , Rose Yu , Carl Vondrick , James Zou

Since facial actions such as lip movements contain significant information about speech content, it is not surprising that audio-visual speech enhancement methods are more accurate than their audio-only counterparts. Yet, state-of-the-art…

计算机视觉与模式识别 · 计算机科学 2022-04-01 Karren Yang , Dejan Markovic , Steven Krenn , Vasu Agrawal , Alexander Richard

Automated audio captioning aims to use natural language to describe the content of audio data. This paper presents an audio captioning system with an encoder-decoder architecture, where the decoder predicts words based on audio features…

音频与语音处理 · 电气工程与系统科学 2021-08-06 Xinhao Mei , Qiushi Huang , Xubo Liu , Gengyun Chen , Jingqian Wu , Yusong Wu , Jinzheng Zhao , Shengchen Li , Tom Ko , H Lilian Tang , Xi Shao , Mark D. Plumbley , Wenwu Wang

Humans can obtain the knowledge of novel visual concepts from language descriptions, and we thus use the few-shot image classification task to investigate whether a machine learning model can have this capability. Our proposed model, LIDE…

计算与语言 · 计算机科学 2022-07-08 Kosuke Nishida , Kyosuke Nishida , Shuichi Nishioka

Humans have the ability to utilize visual cues, such as lip movements and visual scenes, to enhance auditory perception, particularly in noisy environments. However, current Automatic Speech Recognition (ASR) or Audio-Visual Speech…

计算与语言 · 计算机科学 2025-04-11 Lakshmipathi Balaji , Karan Singla

In this work, we introduce a dataset of video annotated with high quality natural language phrases describing the visual content in a given segment of time. Our dataset is based on the Descriptive Video Service (DVS) that is now encoded on…

计算机视觉与模式识别 · 计算机科学 2015-03-04 Atousa Torabi , Christopher Pal , Hugo Larochelle , Aaron Courville