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Music Genres serve as an important meta-data in the field of music information retrieval and have been widely used for music classification and analysis tasks. Visualizing these music genres can thus be helpful for music exploration,…

Human-Computer Interaction · Computer Science 2021-03-02 Swaroop Panda , V. Namboodiri , S. T. Roy

This paper introduces a curated dataset of urban scenes for audio-visual scene analysis which consists of carefully selected and recorded material. The data was recorded in multiple European cities, using the same equipment, in multiple…

Audio and Speech Processing · Electrical Eng. & Systems 2021-02-12 Shanshan Wang , Annamaria Mesaros , Toni Heittola , Tuomas Virtanen

Urban morphology and socioeconomic aspects of cities have been explored by analysing urban street network. To analyse the network, several variations of the centrality indices are often used. However, its nature has not yet been widely…

Physics and Society · Physics 2021-03-23 Kaoru Yamaoka , Yusuke Kumakoshi , Yuji Yoshimura

Large mobility datasets collected from various sources have allowed us to observe, analyze, predict and solve a wide range of important urban challenges. In particular, studies have generated place representations (or embeddings) from…

Machine Learning · Computer Science 2019-11-28 Takahiro Yabe , Kota Tsubouchi , Toru Shimizu , Yoshihide Sekimoto , Satish V. Ukkusuri

We present a method for simultaneously localizing multiple sound sources within a visual scene. This task requires a model to both group a sound mixture into individual sources, and to associate them with a visual signal. Our method jointly…

Computer Vision and Pattern Recognition · Computer Science 2022-11-29 Xixi Hu , Ziyang Chen , Andrew Owens

We are perceiving and communicating with the world in a multisensory manner, where different information sources are sophisticatedly processed and interpreted by separate parts of the human brain to constitute a complex, yet harmonious and…

Computer Vision and Pattern Recognition · Computer Science 2024-06-12 Ye Zhu , Yu Wu , Nicu Sebe , Yan Yan

Training audio-to-image generative models requires an abundance of diverse audio-visual pairs that are semantically aligned. Such data is almost always curated from in-the-wild videos, given the cross-modal semantic correspondence that is…

Sound · Computer Science 2025-01-10 Darius Petermann , Mahdi M. Kalayeh

A learning path is proposed starting from the characterization of a sound wave, showing how human beings emit articulate sounds in the language, introducing psychoacoustics, i.e. how the sound interacts with ears and it is transduced into…

Physics Education · Physics 2016-01-08 Vera Montalbano

As urbanization proceeds at an astonishing rate, cities have to continuously improve their solutions that affect the safety, health and overall wellbeing of their residents. Smart city projects worldwide build on advanced sensor,…

Computers and Society · Computer Science 2018-07-23 Balázs Csanád Csáji , Zsolt Kemény , Gianfranco Pedone , András Kuti , József Váncza

Modern cities are increasingly reliant on data-driven insights to support decision making in areas such as transportation, public safety and environmental impact. However, city-level data often exists in heterogeneous formats, collected…

Machine Learning · Computer Science 2025-12-15 Takuya Kurihana , Xiaojian Zhang , Wing Yee Au , Hon Yung Wong

Urbanization has amplified the importance of three-dimensional structures in urban environments for a wide range of phenomena that are of significant interest to diverse stakeholders. With the growing availability of 3D urban data, numerous…

Human-Computer Interaction · Computer Science 2024-07-02 Fabio Miranda , Thomas Ortner , Gustavo Moreira , Maryam Hosseini , Milena Vuckovic , Filip Biljecki , Claudio Silva , Marcos Lage , Nivan Ferreira

We consider the problem of real-time reconstruction of urban air pollution maps. The task is challenging due to the heterogeneous sources of available data, the scarcity of direct measurements, the presence of noise, and the large surfaces…

Machine Learning · Computer Science 2024-02-06 Matthieu Dolbeault , Olga Mula , Agustín Somacal

Most recent work in visual sound source localization relies on semantic audio-visual representations learned in a self-supervised manner, and by design excludes temporal information present in videos. While it proves to be effective for…

Sound · Computer Science 2023-04-18 Rajsuryan Singh , Pablo Zinemanas , Xavier Serra , Juan Pablo Bello , Magdalena Fuentes

We introduce PixelPlayer, a system that, by leveraging large amounts of unlabeled videos, learns to locate image regions which produce sounds and separate the input sounds into a set of components that represents the sound from each pixel.…

Computer Vision and Pattern Recognition · Computer Science 2018-10-16 Hang Zhao , Chuang Gan , Andrew Rouditchenko , Carl Vondrick , Josh McDermott , Antonio Torralba

Throughout history, maps have been used as a tool to explore cities. They visualize a city's urban fabric through its streets, buildings, and points of interest. Besides purely navigation purposes, street names also reflect a city's culture…

Human-Computer Interaction · Computer Science 2021-06-10 Edyta Paulina Bogucka , Marios Constantinides , Luca Maria Aiello , Daniele Quercia , Wonyoung So , Melanie Bancilhon

Sound-shape associations, a subset of cross-modal associations between the auditory and visual domain, have been studied mainly in the context of matching a set of purposefully crafted shapes to sounds. Recent studies have explored how…

Multimedia · Computer Science 2022-05-19 Sebastian Löbbers , György Fazekas

The musical realm is a promising area in which to expect to find nontrivial topological structures. This paper describes several kinds of metrics on musical data, and explores the implications of these metrics in two ways: via techniques of…

Algebraic Topology · Mathematics 2014-03-20 Ryan Budney , William Sethares

We propose a data-driven approach to music instrument practice that allows studying patterns and long-term trends through visualization. Inspired by life logging and fitness tracking, we imagine musicians to record their practice sessions…

Human-Computer Interaction · Computer Science 2022-03-28 Frank Heyen , Quynh Quang Ngo , Kuno Kurzhals , Michael Sedlmair

The growth of cities calls for regulations on how urban space is used and zoning resolutions define how and for what purpose each piece of land is going to be used. Tracking land use and zoning evolution can reveal a wealth of information…

Computers and Society · Computer Science 2021-12-14 Claudio Santos , Maryam Hosseini , João Rulff , Nivan Ferreira , Luc Wilson , Fabio Miranda , Claudio Silva , Marcos Lage

We describe an "Urban Observatory" facility designed for the study of complex urban systems via persistent, synoptic, and granular imaging of dynamical processes in cities. An initial deployment of the facility has been demonstrated in New…

Instrumentation and Methods for Astrophysics · Physics 2019-09-16 Gregory Dobler , Federica B. Bianco , Mohit S. Sharma , Andreas Karpf , Julien Baur , Masoud Ghandehari , Jonathan S. Wurtele , Steven E. Koonin