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Climate change is increasingly disrupting worldwide agriculture, making global food production less reliable. To tackle the growing challenges in feeding the planet, cutting-edge management strategies, such as precision agriculture, empower…

Computer Vision and Pattern Recognition · Computer Science 2023-12-06 Rutuja Gurav , Het Patel , Zhuocheng Shang , Ahmed Eldawy , Jia Chen , Elia Scudiero , Evangelos Papalexakis

Automatic analysis of bioacoustic signals is a fundamental tool to evaluate the vitality of our planet. Frogs and bees, for instance, may act like biological sensors providing information about environmental changes. This task is…

Quantitative Methods · Quantitative Biology 2021-03-19 Bernardo B. Gatto , Juan G. Colonna , Eulanda M. dos Santos , Alessandro L. Koerich , Kazuhiro Fukui

We present SAM, a State-space Audio-language Model that integrates an audio encoder with a Mamba-2 backbone. SAM-2.7B achieves 21.1 mAP on AudioSet and 17.6 SPICE on AudioCaps, matching or surpassing larger 7B transformer-based models with…

Sound · Computer Science 2026-03-06 Taehan Lee , Jaehan Jung , Hyukjun Lee

Traditional soil sampling and analysis methods are labor-intensive, time-consuming, and limited in spatial resolution, making them unsuitable for large-scale precision agriculture. To address these limitations, we present a robotic solution…

Deep learning (DL) has greatly advanced audio classification, yet the field is limited by the scarcity of large-scale benchmark datasets that have propelled progress in other domains. While AudioSet is a pivotal step to bridge this gap as a…

Generation of dynamic, scalable multi-species bird soundscapes remains a significant challenge in computer music and algorithmic sound design. Birdsongs involve rapid frequency-modulated chirps, complex amplitude envelopes, distinctive…

Sound · Computer Science 2025-11-25 Ellie L. Zhang , Duoduo Liao , Callie C. Liao

We address the challenge of making spatial audio datasets by proposing a shared mechanized recording space that can run custom acoustic experiments: a Mechatronic Acoustic Research System (MARS). To accommodate a wide variety of…

Audio and Speech Processing · Electrical Eng. & Systems 2023-10-03 Austin Lu , Ethaniel Moore , Arya Nallanthighall , Kanad Sarkar , Manan Mittal , Ryan M. Corey , Paris Smaragdis , Andrew Singer

Multi-view capture systems have been an important tool in research for recording human motion under controlling conditions. Most existing systems are specified around video streams and provide little or no support for audio acquisition and…

Computer Vision and Pattern Recognition · Computer Science 2026-04-23 Xiangwei Shi , Gara Dorta , Ruud de Jong , Ojas Shirekar , Chirag Raman

Situation awareness (SA) is an important constituent in human information processing and essential in pilots' decision-making processes. Acquiring and maintaining appropriate levels of SA is critical in aviation environments as it affects…

Human-Computer Interaction · Computer Science 2021-08-23 Thanh Nguyen , Chee Peng Lim , Ngoc Duy Nguyen , Lee Gordon-Brown , Saeid Nahavandi

Autonomous aerial robots provide new possibilities to study the habitats and behaviors of endangered species through the efficient gathering of location information at temporal and spatial granularities not possible with traditional manual…

Systems and Control · Computer Science 2020-03-20 Hoa Van Nguyen , Michael Chesser , Lian Pin Koh , S. Hamid Rezatofighi , Damith C. Ranasinghe

Membrane-type Acoustic Metamaterials (MAMs) have demonstrated unusual capacity in controlling low-frequency sound transmission/reflection. In this paper, an analytical vibroacoustic membrane model is developed to study sound transmission…

Soft Condensed Matter · Physics 2015-06-17 Yangyang Chen , Xiaoming Zhou , Gengkai Hu , Chin-Teh Sun , Guoliang Huang

Effective monitoring of mobile animal populations is crucial for ecological research, wildlife management, and agricultural applications. Monitoring of bats specifically can help understand the spread of disease as well as shine light on…

Systems and Control · Electrical Eng. & Systems 2025-12-09 Maatla Sefawe , Sravya Ganti , Julianna Segalla , Erwei He , Isaac Tourner , Julia Gersey

System energy models are important for energy optimization and management in mobile systems. However, existing system energy models are built in lab with the help from a second computer. Not only are they labor-intensive; but also they will…

Operating Systems · Computer Science 2010-12-22 Mian Dong , Lin Zhong

In this research endeavor, it was hypothesized that the sound produced by animals during their vocalizations can be used as identifiers of the animal breed or species even if they sound the same to unaided human ear. To test this…

Biodiversity is declining at an unprecedented rate, impacting ecosystem services necessary to ensure food, water, and human health and well-being. Understanding the distribution of species and their habitats is crucial for conservation…

The work presented in this paper is part of a global framework which long term goal is to design a wireless sensor network able to support the observation of a population of endangered birds. We present the first stage for which we have…

Machine Learning · Computer Science 2013-06-25 Erick Stattner , Wilfried Segretier , Martine Collard , Philippe Hunel , Nicolas Vidot

Research in bioacoustics, neuroscience, and linguistics often uses birdsong as a proxy to acquire knowledge across diverse areas. This requires audio models to annotate and parse the birdsong. Developing such models requires precise,…

Machine Learning · Computer Science 2026-05-20 Houtan Ghaffari , Lukas Rauch , Paul Devos

The convergence of IoT sensing, edge computing, and machine learning is transforming precision livestock farming. Yet bioacoustic data streams remain underused because of computational complexity and ecological validity challenges. We…

Sound · Computer Science 2025-10-17 Mayuri Kate , Suresh Neethirajan

This paper studies the detection of bird calls in audio segments using stacked convolutional and recurrent neural networks. Data augmentation by blocks mixing and domain adaptation using a novel method of test mixing are proposed and…

Sound · Computer Science 2017-06-08 Sharath Adavanne , Konstantinos Drossos , Emre Çakır , Tuomas Virtanen

Monitoring active volcanos is an ongoing and important task helping to understand and predict volcanic eruptions. In recent years, analysing the acoustic properties of eruptions became more relevant. We present an inexpensive, lightweight,…

Geophysics · Physics 2020-10-27 Steffen Büchholz , Mathias Lemke , Julius Reiss , Jörn Sesterhenn
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