Emmanuel Dufourq
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View article: Detection and classification of captive coppery titi monkey calls
Detection and classification of captive coppery titi monkey calls Open
Ecoacoustic monitoring has many applications in conservation and welfare but generates large amounts of data that are extremely time-intensive to manually process. This has led to an increased interest in the use of machine learning method…
View article: Enhancing the classification of isolated theropod teeth using machine learning: a comparative study
Enhancing the classification of isolated theropod teeth using machine learning: a comparative study Open
Classifying objects, such as taxonomic identification of fossils based on morphometric variables, is a time-consuming process. This task is further complicated by intra-class variability, which makes it ideal for automation via machine lea…
View article: Automatic identification of the endangered hawksbill sea turtle behavior using deep learning and cross-species transfer learning
Automatic identification of the endangered hawksbill sea turtle behavior using deep learning and cross-species transfer learning Open
The accelerometer, an onboard sensor, enables remote monitoring of animal posture and movement, allowing researchers to deduce behaviors. Despite the automated analysis capabilities provided by deep learning, data scarcity remains a challe…
View article: Automatic detection for bioacoustic research: a practical guide from and for biologists and computer scientists
Automatic detection for bioacoustic research: a practical guide from and for biologists and computer scientists Open
Recent years have seen a dramatic rise in the use of passive acoustic monitoring (PAM) for biological and ecological applications, and a corresponding increase in the volume of data generated. However, data sets are often becoming so sizab…
View article: Identifying prey capture events of a free-ranging marine predator using bio-logger data and deep learning
Identifying prey capture events of a free-ranging marine predator using bio-logger data and deep learning Open
Marine predators are integral to the functioning of marine ecosystems, and their consumption requirements should be integrated into ecosystem-based management policies. However, estimating prey consumption in diving marine predators requir…
View article: An integrated passive acoustic monitoring and deep learning pipeline for black‐and‐white ruffed lemurs (<i>Varecia variegata</i>) in Ranomafana National Park, Madagascar
An integrated passive acoustic monitoring and deep learning pipeline for black‐and‐white ruffed lemurs (<i>Varecia variegata</i>) in Ranomafana National Park, Madagascar Open
The urgent need for effective wildlife monitoring solutions in the face of global biodiversity loss has resulted in the emergence of conservation technologies such as passive acoustic monitoring (PAM). While PAM has been extensively used f…
View article: Automatic detection and taxonomic identification of dolphin vocalisations using convolutional neural networks for passive acoustic monitoring
Automatic detection and taxonomic identification of dolphin vocalisations using convolutional neural networks for passive acoustic monitoring Open
A novel framework for acoustic detection and species identification is proposed to aid passive acoustic monitoring studies on the endangered Indian Ocean humpback dolphin (Sousa plumbea) in South African waters. Convolutional Neural Networ…
View article: Improving deep learning acoustic classifiers with contextual information for wildlife monitoring
Improving deep learning acoustic classifiers with contextual information for wildlife monitoring Open
Bioacoustics, the exploration of animal vocalizations and natural soundscapes, has emerged as a valuable tool for studying species within their habitats, particularly those that are challenging to observe. This approach has broadened the h…
View article: Automatic Detection and Taxonomic Identification of Dolphin Vocalisations using Convolutional Neural Networks for Passive Acoustic Monitoring
Automatic Detection and Taxonomic Identification of Dolphin Vocalisations using Convolutional Neural Networks for Passive Acoustic Monitoring Open
A novel framework for evaluating dolphin sound detection and species identification is proposed to aid passive acoustic monitoring studies on the endangered Indian Ocean humpback dolphin (Sousa plumbea) in South African waters. A multi-cla…
View article: Hainan gibbon (Nomascus hainanus) bioacoustics dataset for machine learning
Hainan gibbon (Nomascus hainanus) bioacoustics dataset for machine learning Open
Data accompanying the paper: "Empowering Deep Learning Acoustic Classifiers with Human-like Ability to Utilize Contextual Information for Wildlife Monitoring" We provide the audio data (.wav) used to test our neural network classifier alon…
View article: Hainan gibbon (Nomascus hainanus) bioacoustics dataset for machine learning
Hainan gibbon (Nomascus hainanus) bioacoustics dataset for machine learning Open
Data accompanying the paper: "Empowering Deep Learning Acoustic Classifiers with Human-like Ability to Utilize Contextual Information for Wildlife Monitoring" We provide the audio data (.wav) used to test our neural network classifier alon…
View article: Passive acoustic monitoring applied to black-and-white ruffed lemurs (Varecia variegata) in Ranomafana National Park, Madagascar
Passive acoustic monitoring applied to black-and-white ruffed lemurs (Varecia variegata) in Ranomafana National Park, Madagascar Open
Data accompanying the paper: "An integrated passive acoustic monitoring and deep learning pipeline applied to black-and-white ruffed lemurs (\textit{Varecia variegata}) in Ranomafana National Park, Madagascar" Fieldwork was conducted at Ma…
View article: Passive acoustic monitoring applied to black-and-white ruffed lemurs (Varecia variegata) in Ranomafana National Park, Madagascar
Passive acoustic monitoring applied to black-and-white ruffed lemurs (Varecia variegata) in Ranomafana National Park, Madagascar Open
Data accompanying the paper: "An integrated passive acoustic monitoring and deep learning pipeline applied to black-and-white ruffed lemurs (\textit{Varecia variegata}) in Ranomafana National Park, Madagascar" Fieldwork was conducted at Ma…
View article: Manually labeled Bird song dataset of 22 species from Xeno-canto to enhance deep learning acoustic classifiers with contextual information.
Manually labeled Bird song dataset of 22 species from Xeno-canto to enhance deep learning acoustic classifiers with contextual information. Open
Data accompanying the paper: Jeantet and Dufourq (2023). Empowering Deep Learning Acoustic Classifiers with Human-like Ability to Utilize Contextual Information for Wildlife Monitoring. Ecological Informatics. 77, 15749541, DOI: 10.1016/j.…
View article: Manually labeled Bird song dataset of 22 species from Xeno-canto to enhance deep learning acoustic classifiers with contextual information.
Manually labeled Bird song dataset of 22 species from Xeno-canto to enhance deep learning acoustic classifiers with contextual information. Open
Data accompanying the paper: Jeantet and Dufourq (2023). Empowering Deep Learning Acoustic Classifiers with Human-like Ability to Utilize Contextual Information for Wildlife Monitoring. Ecological Informatics. 77, 15749541, DOI: 10.1016/j.…
View article: Automating Bird Detection Based on Webcam Captured Images using Deep Learning
Automating Bird Detection Based on Webcam Captured Images using Deep Learning Open
One of the most challenging problems faced by ecologists and other biological re- searchers today is to analyze the massive amounts of data being collected by advanced monitoring systems like camera traps, wireless sensor networks, high-fr…
View article: Black-and-white ruffed lemur (Varecia variegata) calls for passive acoustic monitoring
Black-and-white ruffed lemur (Varecia variegata) calls for passive acoustic monitoring Open
Data accompanying the paper: "Passive Acoustic Monitoring and Transfer Learning" Please cite this dataset as: Dufourq, Emmanuel and Batist, Carly and Foquet, Ruben and Durbach, Ian. (2022). Passive Acoustic Monitoring and Transfer Learning…
View article: Black-and-white ruffed lemur (Varecia variegata) calls for passive acoustic monitoring
Black-and-white ruffed lemur (Varecia variegata) calls for passive acoustic monitoring Open
Data accompanying the paper: "Passive Acoustic Monitoring and Transfer Learning" Please cite this dataset as: Dufourq, Emmanuel and Batist, Carly and Foquet, Ruben and Durbach, Ian. (2022). Passive Acoustic Monitoring and Transfer Learning…
View article: Pin-tailed whydah (Vidua macroura) calls for passive acoustic monitoring
Pin-tailed whydah (Vidua macroura) calls for passive acoustic monitoring Open
Data accompanying the paper: "Passive Acoustic Monitoring and Transfer Learning" Please cite this dataset as: Dufourq, Emmanuel and Batist, Carly and Foquet, Ruben and Durbach, Ian. (2022). Passive Acoustic Monitoring and Transfer Learning…
View article: Pin-tailed whydah (Vidua macroura) calls for passive acoustic monitoring
Pin-tailed whydah (Vidua macroura) calls for passive acoustic monitoring Open
Data accompanying the paper: "Passive Acoustic Monitoring and Transfer Learning" Please cite this dataset as: Dufourq, Emmanuel and Batist, Carly and Foquet, Ruben and Durbach, Ian. (2022). Passive Acoustic Monitoring and Transfer Learning…
View article: Hainan gibbons (Nomascus hainanus) calls for passive acoustic monitoring
Hainan gibbons (Nomascus hainanus) calls for passive acoustic monitoring Open
This dataset extends an existing one (10.5281/zenodo.3991714). Data accompanying the paper: "Passive Acoustic Monitoring and Transfer Learning" Please cite this dataset as: Dufourq, Emmanuel and Batist, Carly and Foquet, Ruben and Durbach,…
View article: Hainan gibbons (Nomascus hainanus) calls for passive acoustic monitoring
Hainan gibbons (Nomascus hainanus) calls for passive acoustic monitoring Open
This dataset extends an existing one (10.5281/zenodo.3991714). Data accompanying the paper: "Passive Acoustic Monitoring and Transfer Learning" Please cite this dataset as: Dufourq, Emmanuel and Batist, Carly and Foquet, Ruben and Durbach,…
View article: Thyolo alethe (Chamaetylas choloensis) calls for passive acoustic monitoring
Thyolo alethe (Chamaetylas choloensis) calls for passive acoustic monitoring Open
Data accompanying the paper: "Passive Acoustic Monitoring and Transfer Learning" Please cite this dataset as: Dufourq, Emmanuel and Batist, Carly and Foquet, Ruben and Durbach, Ian. (2022). Passive Acoustic Monitoring and Transfer Learning…
View article: Thyolo alethe (Chamaetylas choloensis) calls for passive acoustic monitoring
Thyolo alethe (Chamaetylas choloensis) calls for passive acoustic monitoring Open
Data accompanying the paper: "Passive Acoustic Monitoring and Transfer Learning" Please cite this dataset as: Dufourq, Emmanuel and Batist, Carly and Foquet, Ruben and Durbach, Ian. (2022). Passive Acoustic Monitoring and Transfer Learning…
View article: Investigating automated bird detection from webcams using machine learning
Investigating automated bird detection from webcams using machine learning Open
We provide a dataset of images(.jpeg) with their corresponding annotations files(.xml) used to train a bird detection deep learning model. These images were collected from the live stream feeds of Cornell Lab of Ornithology (https://www.al…