Bioacoustic Geolocation: Species Sounds as Geographic Signals
Mustafa Chasmai, Wuao Liu, Subhransu Maji, Grant Horn
摘要
Can we determine someone’s geographic location solely from the sounds they hear? Are acoustic signals enough to localize within a country, state, or even city? In this work, we tackle the challenge of global-scale audio geolocation, with a particular focus on wildlife and natural sounds. We posit that bioacoustic signals contain informative geolocation cues because of well-defined geographic ranges of species. To test this hypothesis, we benchmark image geolocation and soundscape mapping methods, design oracles and species-centric baselines, and propose a hybrid approach that combines species range prediction with retrieval-based geolocation. We further ask whether geolocation improves with species-diverse recordings and spatiotemporal aggregation across neighboring samples. Finally, we extend our study to multimodal geolocation with case studies from movies that combine both audio and visual content. Our results highlight the potential of incorporating bioacoustic signals into geospatial tasks, motivating future work on species recognition and audio geolocation.
问问这篇 Paper
智能体会读完全文。
Lune 把这篇 Paper 索引到了每一个公式,引用它的顶会 Paper 也一样。你提问,回答直接引用原文。
引用它的顶会 Paper1
问问它们各自怎么用它它引用的顶会 Paper14
- Learning Transferable Visual Models From Natural Language SupervisionAlec Radford, Jong Wook Kim, Chris Hallacy, Aditya Ramesh 等ICML 2021 · 被引用 47,906 次
- Searching for MobileNetV3Andrew Howard, Ruoming Pang, Hartwig Adam, Quoc V. Le 等ICCV 2019 · 被引用 9,163 次
- Rethinking Visual Geo-localization for Large-Scale ApplicationsGabriele Moreno Berton, Carlo Masone, Barbara CaputoCVPR 2022 · 被引用 235 次
- Cross-view Geo-localization with Layer-to-Layer TransformerHongji Yang, Xiufan Lu, Yingying ZhuNeurIPS 2021 · 被引用 231 次
- SatCLIP: Global, General-Purpose Location Embeddings with Satellite ImageryKonstantin Klemmer, Esther Rolf, Caleb Robinson, Lester Mackey 等AAAI 2025 · 被引用 173 次
相关 Paper
- PSM: Learning Probabilistic Embeddings for Multi-scale Zero-Shot Soundscape MappingSubash Khanal, Eric Xing, Srikumar Sastry, Aayush Dhakal 等ACM MM 2024 · 被引用 3 次
- BioVITA: Biological Dataset, Model, and Benchmark for Visual-Textual-Acoustic AlignmentRisa Shinoda, Kaede Shiohara, Nakamasa Inoue, Kuniaki Saito 等CVPR 2026
- Sound Source Localization is All about Cross-Modal AlignmentArda Senocak, Hyeonggon Ryu, Junsik Kim, Tae-Hyun Oh 等ICCV 2023 · 被引用 39 次
- A Proposal-based Paradigm for Self-supervised Sound Source Localization in VideosHanyu Xuan, Zhiliang Wu, Jian Yang, Yan Yan 等CVPR 2022 · 被引用 27 次
- Supervising Sound Localization by In-the-wild EgomotionAnna Min, Ziyang Chen, Hang Zhao, Andrew OwensCVPR 2025
