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We introduce a dataset for facilitating audio-visual analysis of music performances. The dataset comprises 44 simple multi-instrument classical music pieces assembled from coordinated but separately recorded performances of individual…

Multimedia · Computer Science 2018-08-09 Bochen Li , Xinzhao Liu , Karthik Dinesh , Zhiyao Duan , Gaurav Sharma

Recent years have seen remarkable advances in visual understanding. However, how to understand a story-based long video with artistic styles, e.g. movie, remains challenging. In this paper, we introduce MovieNet -- a holistic dataset for…

Computer Vision and Pattern Recognition · Computer Science 2020-07-22 Qingqiu Huang , Yu Xiong , Anyi Rao , Jiaze Wang , Dahua Lin

We present AlignNet, a model that synchronizes videos with reference audios under non-uniform and irregular misalignments. AlignNet learns the end-to-end dense correspondence between each frame of a video and an audio. Our method is…

Computer Vision and Pattern Recognition · Computer Science 2020-02-13 Jianren Wang , Zhaoyuan Fang , Hang Zhao

In this paper, we propose Emotionally paired Music and Image Dataset (EMID), a novel dataset designed for the emotional matching of music and images, to facilitate auditory-visual cross-modal tasks such as generation and retrieval. Unlike…

Multimedia · Computer Science 2024-08-12 Jialing Zou , Jiahao Mei , Guangze Ye , Tianyu Huai , Qiwei Shen , Daoguo Dong

With the popularity of video-based user-generated content (UGC) on social media, harmony, as dictated by human perceptual principles, is critical in assessing the rhythmic consistency of audio-visual UGCs for better user engagement. In this…

Multimedia · Computer Science 2025-06-10 Xinyi Wu , Haohong Wang , Aggelos K. Katsaggelos

Video composition aims to generate a composite video by combining the foreground of one video with the background of another video, but the inserted foreground may be incompatible with the background in terms of color and illumination.…

Computer Vision and Pattern Recognition · Computer Science 2021-09-21 Xinyuan Lu , Shengyuan Huang , Li Niu , Wenyan Cong , Liqing Zhang

Symbolic music is represented in two distinct forms: two-dimensional, visually intuitive score images, and one-dimensional, standardized text annotation sequences. While large language models have shown extraordinary potential in music,…

Computer Vision and Pattern Recognition · Computer Science 2025-02-24 Mingni Tang , Jiajia Li , Lu Yang , Zhiqiang Zhang , Jinghao Tian , Zuchao Li , Lefei Zhang , Ping Wang

Video harmonization aims to adjust the foreground of a composite video to make it compatible with the background. So far, video harmonization has only received limited attention and there is no public dataset for video harmonization. In…

Computer Vision and Pattern Recognition · Computer Science 2022-05-03 Xinyuan Lu , Shengyuan Huang , Li Niu , Wenyan Cong , Liqing Zhang

Music representation learning is central to music information retrieval and generation. While recent advances in multimodal learning have improved alignment between text and audio for tasks such as cross-modal music retrieval, text-to-music…

Understanding how humans interact with each other is key to building realistic multi-human virtual reality systems. This area remains relatively unexplored due to the lack of large-scale datasets. Recent datasets focusing on this issue…

Computer Vision and Pattern Recognition · Computer Science 2024-10-29 Rawal Khirodkar , Jyun-Ting Song , Jinkun Cao , Zhengyi Luo , Kris Kitani

We present the Moments in Time Dataset, a large-scale human-annotated collection of one million short videos corresponding to dynamic events unfolding within three seconds. Modeling the spatial-audio-temporal dynamics even for actions…

Computer Vision and Pattern Recognition · Computer Science 2019-02-19 Mathew Monfort , Alex Andonian , Bolei Zhou , Kandan Ramakrishnan , Sarah Adel Bargal , Tom Yan , Lisa Brown , Quanfu Fan , Dan Gutfruend , Carl Vondrick , Aude Oliva

Understanding comprehensive assembly knowledge from videos is critical for futuristic ultra-intelligent industry. To enable technological breakthrough, we present HA-ViD - the first human assembly video dataset that features representative…

Computer Vision and Pattern Recognition · Computer Science 2023-07-13 Hao Zheng , Regina Lee , Yuqian Lu

Despite the significant impact of visual events on human cognition, understanding events in videos remains a challenging task for AI due to their complex structures, semantic hierarchies, and dynamic evolution. To address this, we propose…

Computer Vision and Pattern Recognition · Computer Science 2025-06-04 Baoyu Liang , Qile Su , Shoutai Zhu , Yuchen Liang , Chao Tong

Audio event detection is a widely studied audio processing task, with applications ranging from self-driving cars to healthcare. In-the-wild datasets such as Audioset have propelled research in this field. However, many efforts typically…

Audio and Speech Processing · Electrical Eng. & Systems 2023-02-16 Rajat Hebbar , Digbalay Bose , Krishna Somandepalli , Veena Vijai , Shrikanth Narayanan

Multimodal summarization with multimodal output (MSMO) has emerged as a promising research direction. Nonetheless, numerous limitations exist within existing public MSMO datasets, including insufficient maintenance, data inaccessibility,…

Computer Vision and Pattern Recognition · Computer Science 2023-11-21 Jielin Qiu , Jiacheng Zhu , William Han , Aditesh Kumar , Karthik Mittal , Claire Jin , Zhengyuan Yang , Linjie Li , Jianfeng Wang , Ding Zhao , Bo Li , Lijuan Wang

We introduce WorldSense, the first benchmark to assess the multi-modal video understanding, that simultaneously encompasses visual, audio, and text inputs. In contrast to existing benchmarks, our WorldSense has several features:…

Computer Vision and Pattern Recognition · Computer Science 2026-03-03 Jack Hong , Shilin Yan , Jiayin Cai , Xiaolong Jiang , Yao Hu , Weidi Xie

Chord progressions encapsulate important information about music, pertaining to its structure and conveyed emotions. They serve as the backbone of musical composition, and in many cases, they are the sole information required for a musician…

This paper introduces VideoMind, a video-centric omni-modal dataset designed for deep video content cognition and enhanced multi-modal feature representation. The dataset comprises 103K video samples (3K reserved for testing), each paired…

Computer Vision and Pattern Recognition · Computer Science 2025-07-25 Baoyao Yang , Wanyun Li , Dixin Chen , Junxiang Chen , Wenbin Yao , Haifeng Lin

Close your eyes and listen to music, one can easily imagine an actor dancing rhythmically along with the music. These dance movements are usually made up of dance movements you have seen before. In this paper, we propose to reproduce such…

Computer Vision and Pattern Recognition · Computer Science 2021-09-01 Xin Guo , Yifan Zhao , Jia Li

We introduce Multimodal DuetDance (MDD), a diverse multimodal benchmark dataset designed for text-controlled and music-conditioned 3D duet dance motion generation. Our dataset comprises 620 minutes of high-quality motion capture data…

Graphics · Computer Science 2025-08-26 Prerit Gupta , Jason Alexander Fotso-Puepi , Zhengyuan Li , Jay Mehta , Aniket Bera
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