Computational bioacoustics with deep learning: a review and roadmap
Fuente:
arXiv
Saved in:
| Main Author: | Stowell, Dan |
|---|---|
| Format: | Preprint |
| Published: |
2021
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Adaptive Representations of Sound for Automatic Insect Recognition
by: Faiß, Marius, et al.
Published: (2023)
by: Faiß, Marius, et al.
Published: (2023)
animal2vec and MeerKAT: A self-supervised transformer for rare-event raw audio input and a large-scale reference dataset for bioacoustics
by: Schäfer-Zimmermann, Julian C., et al.
Published: (2024)
by: Schäfer-Zimmermann, Julian C., et al.
Published: (2024)
Learning to detect an animal sound from five examples
by: Nolasco, Inês, et al.
Published: (2023)
by: Nolasco, Inês, et al.
Published: (2023)
InsectSet459: an open dataset of insect sounds for bioacoustic machine learning
by: Faiß, Marius, et al.
Published: (2025)
by: Faiß, Marius, et al.
Published: (2025)
Temporal Feature Learning in Weakly Labelled Bioacoustic Cetacean Datasets via a Variational Autoencoder and Temporal Convolutional Network: An Interdisciplinary Approach
by: Fonollosa, Laia Garrobé, et al.
Published: (2024)
by: Fonollosa, Laia Garrobé, et al.
Published: (2024)
Fish Tracking, Counting, and Behaviour Analysis in Digital Aquaculture: A Comprehensive Survey
by: Cui, Meng, et al.
Published: (2024)
by: Cui, Meng, et al.
Published: (2024)
Learning to rumble: Automated elephant call classification, detection and endpointing using deep architectures
by: Geldenhuys, Christiaan M., et al.
Published: (2024)
by: Geldenhuys, Christiaan M., et al.
Published: (2024)
Foundation Models for Bioacoustics -- a Comparative Review
by: Schwinger, Raphael, et al.
Published: (2025)
by: Schwinger, Raphael, et al.
Published: (2025)
Rene: A Pre-trained Multi-modal Architecture for Auscultation of Respiratory Diseases
by: Zhang, Pengfei, et al.
Published: (2024)
by: Zhang, Pengfei, et al.
Published: (2024)
Cochlear Wave Propagation and Dynamics in the Human Base and Apex: Model-Based Estimates from Noninvasive Measurements
by: Alkhairy, Samiya A
Published: (2024)
by: Alkhairy, Samiya A
Published: (2024)
A Classification Benchmark for Artificial Intelligence Detection of Laryngeal Cancer from Patient Voice
by: Paterson, Mary, et al.
Published: (2024)
by: Paterson, Mary, et al.
Published: (2024)
Which Augmentation Should I Use? An Empirical Investigation of Augmentations for Self-Supervised Phonocardiogram Representation Learning
by: Ballas, Aristotelis, et al.
Published: (2023)
by: Ballas, Aristotelis, et al.
Published: (2023)
Automated Measurement of Geniohyoid Muscle Thickness During Speech Using Deep Learning and Ultrasound
by: Myrgyyassov, Alisher, et al.
Published: (2026)
by: Myrgyyassov, Alisher, et al.
Published: (2026)
Automatic detection of Mild Cognitive Impairment using high-dimensional acoustic features in spontaneous speech
by: Zhang, Cong, et al.
Published: (2024)
by: Zhang, Cong, et al.
Published: (2024)
Screening method for early dementia using sound objects as voice biomarkers
by: Pluta, Adam, et al.
Published: (2024)
by: Pluta, Adam, et al.
Published: (2024)
From Birdsong to Rumbles: Classifying Elephant Calls with Out-of-Species Embeddings
by: Geldenhuys, Christiaan M., et al.
Published: (2026)
by: Geldenhuys, Christiaan M., et al.
Published: (2026)
Prosody of speech production in latent post-stroke aphasia
by: Zhang, Cong, et al.
Published: (2024)
by: Zhang, Cong, et al.
Published: (2024)
All Thresholds Barred: Direct Estimation of Call Density in Bioacoustic Data
by: Navine, Amanda K., et al.
Published: (2024)
by: Navine, Amanda K., et al.
Published: (2024)
Multi Modal Information Fusion of Acoustic and Linguistic Data for Decoding Dairy Cow Vocalizations in Animal Welfare Assessment
by: Jobarteh, Bubacarr, et al.
Published: (2024)
by: Jobarteh, Bubacarr, et al.
Published: (2024)
Anonymising Elderly and Pathological Speech: Voice Conversion Using DDSP and Query-by-Example
by: Ghosh, Suhita, et al.
Published: (2024)
by: Ghosh, Suhita, et al.
Published: (2024)
Automatic acoustic detection of birds through deep learning: the first Bird Audio Detection challenge
by: Stowell, Dan, et al.
Published: (2018)
by: Stowell, Dan, et al.
Published: (2018)
Atrial Fibrillation Detection System via Acoustic Sensing for Mobile Phones
by: Liu, Xuanyu, et al.
Published: (2024)
by: Liu, Xuanyu, et al.
Published: (2024)
WhaleVAD-BPN: Improving Baleen Whale Call Detection with Boundary Proposal Networks and Post-processing Optimisation
by: Geldenhuys, Christiaan M., et al.
Published: (2025)
by: Geldenhuys, Christiaan M., et al.
Published: (2025)
Rank-based loss for learning hierarchical representations
by: Nolasco, Ines, et al.
Published: (2021)
by: Nolasco, Ines, et al.
Published: (2021)
Acoustic identification of individual animals with hierarchical contrastive learning
by: Nolasco, Ines, et al.
Published: (2024)
by: Nolasco, Ines, et al.
Published: (2024)
Semi-supervised classification of bird vocalizations
by: Hexeberg, Simen, et al.
Published: (2025)
by: Hexeberg, Simen, et al.
Published: (2025)
Review of Cetacean's click detection algorithms
by: Gracic, Mak, et al.
Published: (2024)
by: Gracic, Mak, et al.
Published: (2024)
Loss functions incorporating auditory spatial perception in deep learning -- a review
by: Rafaely, Boaz, et al.
Published: (2025)
by: Rafaely, Boaz, et al.
Published: (2025)
A multimodal LLM for the non-invasive decoding of spoken text from brain recordings
by: Hmamouche, Youssef, et al.
Published: (2024)
by: Hmamouche, Youssef, et al.
Published: (2024)
Robust detection of overlapping bioacoustic sound events
by: Mahon, Louis, et al.
Published: (2025)
by: Mahon, Louis, et al.
Published: (2025)
Generative AI-based data augmentation for improved bioacoustic classification in noisy environments
by: Gibbons, Anthony, et al.
Published: (2024)
by: Gibbons, Anthony, et al.
Published: (2024)
Generalization in birdsong classification: impact of transfer learning methods and dataset characteristics
by: Ghani, Burooj, et al.
Published: (2024)
by: Ghani, Burooj, et al.
Published: (2024)
LHGNN: Local-Higher Order Graph Neural Networks For Audio Classification and Tagging
by: Singh, Shubhr, et al.
Published: (2025)
by: Singh, Shubhr, et al.
Published: (2025)
Exploiting Longitudinal Speech Sessions via Voice Assistant Systems for Early Detection of Cognitive Decline
by: Qi, Kristin, et al.
Published: (2024)
by: Qi, Kristin, et al.
Published: (2024)
Automatic Screening for Children with Speech Disorder using Automatic Speech Recognition: Opportunities and Challenges
by: Liu, Dancheng, et al.
Published: (2024)
by: Liu, Dancheng, et al.
Published: (2024)
Synthetic data enables context-aware bioacoustic sound event detection
by: Hoffman, Benjamin, et al.
Published: (2025)
by: Hoffman, Benjamin, et al.
Published: (2025)
Charting 15 years of progress in deep learning for speech emotion recognition: A replication study
by: Triantafyllopoulos, Andreas, et al.
Published: (2025)
by: Triantafyllopoulos, Andreas, et al.
Published: (2025)
Leveraging tropical reef, bird and unrelated sounds for superior transfer learning in marine bioacoustics
by: Williams, Ben, et al.
Published: (2024)
by: Williams, Ben, et al.
Published: (2024)
Facilitating deep acoustic phenotyping: A basic coding scheme of infant vocalisations preluding computational analysis, machine learning and clinical reasoning
by: Kulvicius, Tomas, et al.
Published: (2023)
by: Kulvicius, Tomas, et al.
Published: (2023)
Speech-preserving active noise control: a deep learning approach in reverberant environments
by: Dai, Shuning
Published: (2026)
by: Dai, Shuning
Published: (2026)
Similar Items
-
Adaptive Representations of Sound for Automatic Insect Recognition
by: Faiß, Marius, et al.
Published: (2023) -
animal2vec and MeerKAT: A self-supervised transformer for rare-event raw audio input and a large-scale reference dataset for bioacoustics
by: Schäfer-Zimmermann, Julian C., et al.
Published: (2024) -
Learning to detect an animal sound from five examples
by: Nolasco, Inês, et al.
Published: (2023) -
InsectSet459: an open dataset of insect sounds for bioacoustic machine learning
by: Faiß, Marius, et al.
Published: (2025) -
Temporal Feature Learning in Weakly Labelled Bioacoustic Cetacean Datasets via a Variational Autoencoder and Temporal Convolutional Network: An Interdisciplinary Approach
by: Fonollosa, Laia Garrobé, et al.
Published: (2024)