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Related papers: Video-Music Retrieval:A Dual-Path Cross-Modal Netw…

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This work present a music dataset named MusicTM-Dataset, which is utilized in improving the representation learning ability of different types of cross-modal retrieval (CMR). Little large music dataset including three modalities is…

Sound · Computer Science 2021-05-10 Donghuo Zeng , Yi Yu , Keizo Oyama

Video moment retrieval is to identify the target moment according to the given sentence in an untrimmed video. Due to temporal boundary annotations of the video are extremely time-consuming to acquire, modeling in the weakly-supervised…

Multimedia · Computer Science 2023-11-27 Haoyuan Li , Zhou Zhao , Zhu Zhang , Zhijie Lin

Tag-based music retrieval is crucial to browse large-scale music libraries efficiently. Hence, automatic music tagging has been actively explored, mostly as a classification task, which has an inherent limitation: a fixed vocabulary. On the…

Information Retrieval · Computer Science 2020-11-02 Minz Won , Sergio Oramas , Oriol Nieto , Fabien Gouyon , Xavier Serra

This paper introduces a project of advanced system of music retrieval from the Internet. The system uses combination of text search (by author, title and other information about the music file included in id3 tag description or similar for…

Information Retrieval · Computer Science 2013-09-18 M. Brzeziński-Spiczak , K. Dobosz , M. Lis , M. Pintal

In text-video retrieval, the objective is to learn a cross-modal similarity function between a text and a video that ranks relevant text-video pairs higher than irrelevant pairs. However, videos inherently express a much wider gamut of…

Computer Vision and Pattern Recognition · Computer Science 2022-03-30 Satya Krishna Gorti , Noel Vouitsis , Junwei Ma , Keyvan Golestan , Maksims Volkovs , Animesh Garg , Guangwei Yu

In this paper, we investigate the cross-media retrieval between images and text, i.e., using image to search text (I2T) and using text to search images (T2I). Existing cross-media retrieval methods usually learn one couple of projections,…

Computer Vision and Pattern Recognition · Computer Science 2015-06-24 Yunchao Wei , Yao Zhao , Zhenfeng Zhu , Shikui Wei , Yanhui Xiao , Jiashi Feng , Shuicheng Yan

In this paper we propose a fusion approach to continuous emotion recognition that combines visual and auditory modalities in their representation spaces to predict the arousal and valence levels. The proposed approach employs a pre-trained…

Machine Learning · Computer Science 2019-06-26 Juan D. S. Ortega , Patrick Cardinal , Alessandro L. Koerich

With the recent growth of remote work, online meetings often encounter challenging audio contexts such as background noise, music, and echo. Accurate real-time detection of music events can help to improve the user experience. In this…

Audio and Speech Processing · Electrical Eng. & Systems 2022-04-18 Chandan K. A. Reddy , Vishak Gopa , Harishchandra Dubey , Sergiy Matusevych , Ross Cutler , Robert Aichner

Recent lightweight retrieval-augmented image caption models often utilize retrieved data solely as text prompts, thereby creating a semantic gap by leaving the original visual features unenhanced, particularly for object details or complex…

Computer Vision and Pattern Recognition · Computer Science 2025-10-30 Binbin Li , Guimiao Yang , Zisen Qi , Haiping Wang , Yu Ding

The data storage has been one of the bottlenecks in surveillance systems. The conventional video compression algorithms such as H.264 and H.265 do not fully utilize the low information density characteristic of the surveillance video. In…

Computer Vision and Pattern Recognition · Computer Science 2020-09-29 Lirong Wu , Kejie Huang , Haibin Shen , Lianli Gao

The present methodology is aimed at cross-modal machine learning and uses multidisciplinary tools and methods drawn from a broad range of areas and disciplines, including music, systematic musicology, dance, motion capture, human-computer…

Human-Computer Interaction · Computer Science 2017-12-04 Fabio Paolizzo

As artificial intelligence becomes more and more ingrained in daily life, we present a novel system that uses deep learning for music recommendation and emotion-based detection. Through the use of facial recognition and the DeepFace…

Computer Vision and Pattern Recognition · Computer Science 2025-03-27 Swetha Kambham , Hubert Jhonson , Sai Prathap Reddy Kambham

Summarization of multimedia data becomes increasingly significant as it is the basis for many real-world applications, such as question answering, Web search, and so forth. Most existing multi-modal summarization works however have used…

Computation and Language · Computer Science 2020-09-18 Xiyan Fu , Jun Wang , Zhenglu Yang

An increasing amount of digital music is being published daily. Music streaming services often ingest all available music, but this poses a challenge: how to recommend new artists for which prior knowledge is scarce? In this work we aim to…

Information Retrieval · Computer Science 2017-07-25 Sergio Oramas , Oriol Nieto , Mohamed Sordo , Xavier Serra

Word embedding has become an essential means for text-based information retrieval. Typically, word embeddings are learned from large quantities of general and unstructured text data. However, in the domain of music, the word embedding may…

Sound · Computer Science 2024-04-24 SeungHeon Doh , Jongpil Lee , Dasaem Jeong , Juhan Nam

Current video retrieval systems, especially those used in competitions, primarily focus on querying individual keyframes or images rather than encoding an entire clip or video segment. However, queries often describe an action or event over…

Computer Vision and Pattern Recognition · Computer Science 2026-04-29 Quoc-Bao Nguyen-Le , Thanh-Huy Le-Nguyen

Music-to-visual style transfer is a challenging yet important cross-modal learning problem in the practice of creativity. Its major difference from the traditional image style transfer problem is that the style information is provided by…

Computer Vision and Pattern Recognition · Computer Science 2020-09-18 Cheng-Che Lee , Wan-Yi Lin , Yen-Ting Shih , Pei-Yi Patricia Kuo , Li Su

Reverb plays a critical role in music production, where it provides listeners with spatial realization, timbre, and texture of the music. Yet, it is challenging to reproduce the musical reverb of a reference music track even by skilled…

Audio and Speech Processing · Electrical Eng. & Systems 2021-03-04 Junghyun Koo , Seungryeol Paik , Kyogu Lee

The consumption of music has its specificities in comparison with other media, especially in relation to listening durations and replays. Music recommendation can take these properties into account in order to predict the behaviours of the…

Information Retrieval · Computer Science 2017-11-15 Pierre Hanna

Emotion alignment between music and palettes is crucial for effective multimedia content, yet misalignment creates confusion that weakens the intended message. However, existing methods often generate only a single dominant color, missing…

Multimedia · Computer Science 2025-09-18 Jiayun Hu , Yueyi He , Tianyi Liang , Changbo Wang , Chenhui Li