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Passive Acoustic Monitoring is a key tool for biodiversity conservation, but the large volumes of unsupervised audio it generates present major challenges for extracting meaningful information. Deep Learning offers promising solutions.…

Given the importance of datasets for sensing-communication integration research, a novel simulation platform for constructing communication and multi-modal sensory dataset is developed. The developed platform integrates three high-precision…

信号处理 · 电气工程与系统科学 2025-04-28 Xiang Cheng , Ziwei Huang , Yong Yu , Lu Bai , Mingran Sun , Zengrui Han , Ruide Zhang , Sijiang Li

Obtaining data to train robust artificial intelligence (AI)-based models for species classification can be challenging, particularly for rare species. Data augmentation can boost classification accuracy by increasing the diversity of…

声音 · 计算机科学 2025-12-16 Anthony Gibbons , Emma King , Ian Donohue , Andrew Parnell

It is easier to hear birds than see them. However, they still play an essential role in nature and are excellent indicators of deteriorating environmental quality and pollution. Recent advances in Deep Neural Networks allow us to process…

声音 · 计算机科学 2022-07-05 Marcos V. Conde , Ui-Jin Choi

The navigation systems of autonomous aircraft rely on the readings provided by a suite of onboard sensors to estimate the aircraft state. In the case of fixed wing vehicles, the sensor suite is composed by triads of accelerometers,…

机器人学 · 计算机科学 2022-08-02 Eduado Gallo

A scientific instrument comprised of a global network of millions of independent, connected, remote devices presents unique data acquisition challenges. We describe the software design of a mobile application which collects data from…

天体物理仪器与方法 · 物理学 2021-08-11 Jeff Swaney , Chase Shimmin , Daniel Whiteson

The Blackbird unmanned aerial vehicle (UAV) dataset is a large-scale, aggressive indoor flight dataset collected using a custom-built quadrotor platform for use in evaluation of agile perception.Inspired by the potential of future…

计算机视觉与模式识别 · 计算机科学 2018-10-08 Amado Antonini , Winter Guerra , Varun Murali , Thomas Sayre-McCord , Sertac Karaman

Noise pollution investigation takes advantage of two common methods of diagnosis: measurement using a Sound Level Meter and acoustical imaging. The former enables a detailed analysis of the surrounding noise spectrum whereas the latter is…

Monitoring wildlife abundance across space and time is an essential task to study their population dynamics and inform effective management. Acoustic recording units are a promising technology for efficiently monitoring bird populations and…

应用统计 · 统计学 2021-05-07 Jeffrey W. Doser , Andrew O. Finley , Aaron S. Weed , Elise F. Zipkin

Birdsong often contains large amounts of rapid frequency modulation (FM). It is believed that the use or otherwise of FM is adaptive to the acoustic environment, and also that there are specific social uses of FM such as trills in…

声音 · 计算机科学 2015-09-22 Dan Stowell , Mark D. Plumbley

As the technology is advancing, audio recognition in machine learning is improved as well. Research in audio recognition has traditionally focused on speech. Living creatures (especially the small ones) are part of the whole ecosystem,…

声音 · 计算机科学 2018-10-23 Siddhardha Balemarthy , Atul Sajjanhar , James Xi Zheng

Birds are vital parts of ecosystems across the world and are an excellent measure of the quality of life on earth. Many bird species are endangered while others are already extinct. Ecological efforts in understanding and monitoring bird…

多媒体 · 计算机科学 2022-11-16 Chandra Kanth Nagesh , Abhishek Purushothama

Deriving reliable conclusions and insights from environmental observational data urgently requires the enrichment with consistent and comprehensive metadata, including time-resolved context such as changing deployments, configurations, and…

Bird sound data collected with unattended microphones for automatic surveys, or mobile devices for citizen science, typically contain multiple simultaneously vocalizing birds of different species. However, few works have considered the…

机器学习 · 计算机科学 2013-05-30 Forrest Briggs , Xiaoli Z. Fern , Jed Irvine

In the development of acoustic signal processing algorithms, their evaluation in various acoustic environments is of utmost importance. In order to advance evaluation in realistic and reproducible scenarios, several high-quality acoustic…

音频与语音处理 · 电气工程与系统科学 2023-05-15 Thomas Dietzen , Randall Ali , Maja Taseska , Toon van Waterschoot

AsaPy is a custom-made Python library designed to simplify and optimize the analysis of aerospace simulation data. Instead of introducing new methodologies, it excels in combining various established techniques, creating a unified,…

The time and expense required to collect and label audio data has been a prohibitive factor in the availability of domain specific audio datasets. As the predictive specificity of a classifier depends on the specificity of the labels it is…

声音 · 计算机科学 2023-11-14 Blake Downward , Jon Nordby

Animal vocalisations serve a wide range of vital functions. Although it is possible to record animal vocalisations with external microphones, more insights are gained from miniature sensors mounted directly on animals' backs. We present…

信号处理 · 电气工程与系统科学 2024-08-01 Lukas Schulthess , Steven Marty , Matilde Dirodi , Mariana D. Rocha , Linus Rüttimann , Richard H. R. Hahnloser , Michele Magno

General audio source separation is a key capability for multimodal AI systems that can perceive and reason about sound. Despite substantial progress in recent years, existing separation models are either domain-specific, designed for fixed…

Microphone array techniques can improve the acoustic sensing performance on drones, compared to the use of a single microphone. However, multichannel sound acquisition systems are not available in current commercial drone platforms. To…

音频与语音处理 · 电气工程与系统科学 2021-01-19 Michael Clayton , Lin Wang , Andrew McPherson , Andrea Cavallaro