Unsupervised classification to improve the quality of a bird song recording dataset

Automated annotation of birdsong with a neural network that segments spectrograms

(2022) Yarden Cohen et al.   eLife

Computational bioacoustics with deep learning: a review and roadmap

(2022) Dan Stowell   PeerJ

You Only Hear Once: A YOLO-like Algorithm for Audio Segmentation and Sound Event Detection

(2022) Satvik Venkatesh et al.   Applied Sciences-Basel

Passive acoustic monitoring of animal populations with transfer learning

(2022) Emmanuel Dufourq et al.   Ecological Informatics

BirdNET: A deep learning solution for avian diversity monitoring

(2021) Stefan Kahl et al.   Ecological Informatics

Image classification with deep learning in the presence of noisy labels: A survey

(2021) Görkem Algan et al.   KNOWLEDGE-BASED SYSTEMS

Workflow and convolutional neural network for automated identification of animal sounds

(2021) Zachary J. Ruff et al.   ECOLOGICAL INDICATORS

Low-dimensional learned feature spaces quantify individual and group differences in vocal repertoires

(2021) Jack Goffinet et al.   eLife

DBHC: A DBSCAN-based hierarchical clustering algorithm

(2021) Alireza Latifi-Pakdehi et al.   DATA & KNOWLEDGE ENGINEERING

Acoustic detection of regionally rare bird species through deep convolutional neural networks

(2021) Ming Zhong et al.   Ecological Informatics

scikit‐maad: An open‐source and modular toolbox for quantitative soundscape analysis in Python

(2021) Juan Sebastián Ulloa et al.   Methods in Ecology and Evolution

Regularized Chained Deep Neural Network Classifier for Multiple Annotators

(2021) Julián Gil-González et al.   Applied Sciences-Basel

Fast and accurate annotation of acoustic signals with deep neural networks

(2021) Elsa Steinfath et al.   eLife

SILIC: A cross database framework for automatically extracting robust biodiversity information from soundscape recordings based on object detection and a tiny training dataset

(2021) Shih-Hung Wu et al.   Ecological Informatics

Coda repertoire and vocal clans of sperm whales in the western Atlantic Ocean

(2020) Thiago Orion Simões Amorim et al.   DEEP-SEA RESEARCH PART I-OCEANOGRAPHIC RESEARCH PAPERS

Koe : Web‐based software to classify acoustic units and analyse sequence structure in animal vocalizations

(2020) Yukio Fukuzawa et al.   Methods in Ecology and Evolution

Data-driven analysis of global research trends in bioacoustics and ecoacoustics from 1991 to 2018

(2020) Jie Xie et al.   Ecological Informatics

Deep learning with noisy labels: Exploring techniques and remedies in medical image analysis

(2020) Davood Karimi et al.   MEDICAL IMAGE ANALYSIS

Finding, visualizing, and quantifying latent structure across diverse animal vocal repertoires

(2020) Tim Sainburg et al.   PLoS Computational Biology

Green AI

(2020) Roy Schwartz et al.   COMMUNICATIONS OF THE ACM

DeepSqueak: a deep learning-based system for detection and analysis of ultrasonic vocalizations

(2019) Kevin R. Coffey et al.   NEUROPSYCHOPHARMACOLOGY

Energy-Efficient Gabor Kernels in Neural Networks with Genetic Algorithm Training Method

(2019) Fanjie Meng et al.   Electronics

Estimating animal acoustic diversity in tropical environments using unsupervised multiresolution analysis

(2018) Juan Sebastian Ulloa et al.   ECOLOGICAL INDICATORS

Automated birdsong recognition in complex acoustic environments: a review

(2018) Nirosha Priyadarshani et al.   JOURNAL OF AVIAN BIOLOGY

Revealing the ecological content of long-duration audio-recordings of the environment through clustering and visualisation

(2018) Yvonne F. Phillips et al.   PLoS One

Bird species identification using spectrogram and dissimilarity approach

(2018) Rafael H.D. Zottesso et al.   Ecological Informatics

Individual, unit and vocal clan level identity cues in sperm whale codas

(2016) Shane Gero et al.   Royal Society Open Science

The value of audiovisual archives

(2015) L. F. Toledo et al.   SCIENCE

Acoustic sequences in non-human animals: a tutorial review and prospectus

(2014) Arik Kershenbaum et al.   BIOLOGICAL REVIEWS

Automatic Classification of a Taxon-Rich Community Recorded in the Wild

(2014) Ilyas Potamitis   PLoS One

Classification in the Presence of Label Noise: A Survey

(2014) Benoit Frenay et al.   IEEE Transactions on Neural Networks and Learning Systems

Clustering high dimensional data

(2012) Ira Assent   Wiley Interdisciplinary Reviews-Data Mining and Knowledge Discovery

Monitoring animal diversity using acoustic indices: Implementation in a temperate woodland

(2011) Marion Depraetere et al.   ECOLOGICAL INDICATORS