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One of the most significant challenges in Music Emotion Recognition (MER) comes from the fact that emotion labels can be heterogeneous across datasets with regard to the emotion representation, including categorical (e.g., happy, sad)…

声音 · 计算机科学 2025-04-14 Jaeyong Kang , Dorien Herremans

Music to 3D dance generation aims to synthesize realistic and rhythmically synchronized human dance from music. While existing methods often rely on additional genre labels to further improve dance generation, such labels are typically…

计算机视觉与模式识别 · 计算机科学 2025-12-23 Guangtao Lyu , Chenghao Xu , Qi Liu , Jiexi Yan , Muli Yang , Fen Fang , Cheng Deng

In traditional medical practices, music therapy has proven effective in treating various psychological and physiological ailments. Particularly in Eastern traditions, the Five Elements Music Therapy (FEMT), rooted in traditional Chinese…

人机交互 · 计算机科学 2024-12-13 Yubo Zhou , Weizhen Bian , Kaitai Zhang , Xiaohan Gu

We propose MoodNet - A Deep Convolutional Neural Network based architecture to effectively predict the emotion associated with a piece of music given its audio and lyrical content.We evaluate different architectures consisting of varying…

音频与语音处理 · 电气工程与系统科学 2018-11-15 Aniruddha Bhattacharya , K. V. Kadambari

Emotion Recognition in Conversations (ERC) is an important and active research area. Recent work has shown the benefits of using multiple modalities (e.g., text, audio, and video) for the ERC task. In a conversation, participants tend to…

计算与语言 · 计算机科学 2022-11-08 Harsh Agarwal , Keshav Bansal , Abhinav Joshi , Ashutosh Modi

Human beings have rich ways of emotional expressions, including facial action, voice, and natural languages. Due to the diversity and complexity of different individuals, the emotions expressed by various modalities may be semantically…

人工智能 · 计算机科学 2023-02-06 Chuan Zhang , Daoxin Zhang , Ruixiu Zhang , Jiawei Li , Jianke Zhu

Melody reduction, as an abstract representation of musical compositions, serves not only as a tool for music analysis but also as an intermediate representation for structured music generation. Prior computational theories, such as the…

声音 · 计算机科学 2025-08-05 Ziyu Wang , Yuxuan Wu , Roger B. Dannenberg , Gus Xia

We present a new large-scale emotion-labeled symbolic music dataset consisting of 12k MIDI songs. To create this dataset, we first trained emotion classification models on the GoEmotions dataset, achieving state-of-the-art results with a…

音频与语音处理 · 电气工程与系统科学 2023-07-28 Serkan Sulun , Pedro Oliveira , Paula Viana

Mastering is an essential step in music production, but it is also a challenging task that has to go through the hands of experienced audio engineers, where they adjust tone, space, and volume of a song. Remastering follows the same…

音频与语音处理 · 电气工程与系统科学 2022-02-18 Junghyun Koo , Seungryeol Paik , Kyogu Lee

Despite the recent achievements made in the multi-modal emotion recognition task, two problems still exist and have not been well investigated: 1) the relationship between different emotion categories are not utilized, which leads to…

计算与语言 · 计算机科学 2020-10-08 Wenliang Dai , Zihan Liu , Tiezheng Yu , Pascale Fung

Introduction: Music provides an incredible avenue for individuals to express their thoughts and emotions, while also serving as a delightful mode of entertainment for enthusiasts and music lovers. Objectives: This paper presents a…

计算机视觉与模式识别 · 计算机科学 2024-04-09 Rajesh B , Keerthana V , Narayana Darapaneni , Anwesh Reddy P

Multimodal emotion recognition in conversation (MER) aims to accurately identify emotions in conversational utterances by integrating multimodal information. Previous methods usually treat multimodal information as equal quality and employ…

多媒体 · 计算机科学 2024-11-18 Xiaofei Zhu , Jiawei Cheng , Zhou Yang , Zhuo Chen , Qingyang Wang , Jianfeng Yao

Music stem generation, the task of producing musically-synchronized and isolated instrument audio clips, offers the potential of greater user control and better alignment with musician workflows compared to conventional text-to-music…

声音 · 计算机科学 2026-02-11 Shih-Lun Wu , Ge Zhu , Juan-Pablo Caceres , Cheng-Zhi Anna Huang , Nicholas J. Bryan

Emotional text-to-speech seeks to convey affect while preserving intelligibility and prosody, yet existing methods rely on coarse labels or proxy classifiers and receive only utterance-level feedback. We introduce Emotion-Aware Stepwise…

计算与语言 · 计算机科学 2026-02-10 Jiacheng Shi , Hongfei Du , Yangfan He , Y. Alicia Hong , Ye Gao

Generating music that temporally aligns with video events is challenging for existing text-to-music models, which lack fine-grained temporal control. We introduce V2M-ZERO, a video-to-music generation approach that generates time-aligned…

计算机视觉与模式识别 · 计算机科学 2026-05-15 Yan-Bo Lin , Jonah Casebeer , Long Mai , Aniruddha Mahapatra , Gedas Bertasius , Nicholas J. Bryan

Music therapy has been shown in recent years to provide multiple health benefits related to emotional wellness. In turn, maintaining a healthy emotional state has proven to be effective for patients undergoing treatment, such as Parkinson's…

Whilst a majority of affective computing research focuses on inferring emotions, examining mood or understanding the \textit{mood-emotion interplay} has received significantly less attention. Building on prior work, we (a) deduce and…

The EMelodyGen system focuses on emotional melody generation in ABC notation controlled by the musical feature template. Owing to the scarcity of well-structured and emotionally labeled sheet music, we designed a template for controlling…

信息检索 · 计算机科学 2025-05-20 Monan Zhou , Xiaobing Li , Feng Yu , Wei Li

In the last few years, automated recommendation systems have been a major focus in the music field, where companies such as Spotify, Amazon, and Apple are competing in the ability to generate the most personalized music suggestions for…

信息检索 · 计算机科学 2022-05-10 Danila Rozhevskii , Jie Zhu , Boyuan Zhao

Speech Emotion Recognition (SER) is to recognize human emotions in a natural verbal interaction scenario with machines, which is considered as a challenging problem due to the ambiguous human emotions. Despite the recent progress in SER,…

计算与语言 · 计算机科学 2023-05-11 Lei Kang , Lichao Zhang , Dazhi Jiang