Global frog populations are threatened by an increasing number of environmental threats such as habitat loss, disease, and pollution. Traditionally, in-person acoustic surveys of frogs have measured population loss and conservation outcomes among these visually cryptic species. However, these methods rely heavily on trained individuals and time-consuming field work. We propose an end-to-end workflow for the automatic recording, presence-absence identification, and web page visualization of frog calls by their species. The workflow encompasses recording of frog calls via custom Raspberry Pis, data-pushing to Jetstream cloud computer, and species classification by three different machine learning models: Random Forest, Convolutional Neural Ne...
AbstractFrog population has been declining the past decade for habitat loss, invasive species, clima...
Automatic recognition of animal vocalisations would be a valuable tool for a variety of biological r...
Over the past decade, frog biodiversity has rapidly declined due to many problems including habitat ...
Automatic recognition of frog vocalization is considered a valuable tool for a variety of biological...
Automatic recognition of animal vocalisations would be a valuable tool for a variety of biological r...
Continuous recording of environmental sounds could allow long-term monitoring of vocal wildlife, and...
Continuous recording of environmental sounds could allow long-term monitoring of vocal wildlife, and...
AbstractFrog population has been declining the past decade for habitat loss, invasive species, clima...
2013 Summer.Includes bibliographical references.Frog populations are considered excellent bio-indica...
Automatic recognition of animal vocalisations would be a valuable tool for a variety of biological r...
Frog population has been declining the past decade for habitat loss, invasive species, climate chang...
Frog population has been declining the past decade for habitat loss, invasive species, climate chang...
This study aims to recognise frog choruses using false-colour spectrograms and machine learning algo...
This study aims to recognise frog choruses using false-colour spectrograms and machine learning algo...
This study aims to recognise frog choruses using false-colour spectrograms and machine learning algo...
AbstractFrog population has been declining the past decade for habitat loss, invasive species, clima...
Automatic recognition of animal vocalisations would be a valuable tool for a variety of biological r...
Over the past decade, frog biodiversity has rapidly declined due to many problems including habitat ...
Automatic recognition of frog vocalization is considered a valuable tool for a variety of biological...
Automatic recognition of animal vocalisations would be a valuable tool for a variety of biological r...
Continuous recording of environmental sounds could allow long-term monitoring of vocal wildlife, and...
Continuous recording of environmental sounds could allow long-term monitoring of vocal wildlife, and...
AbstractFrog population has been declining the past decade for habitat loss, invasive species, clima...
2013 Summer.Includes bibliographical references.Frog populations are considered excellent bio-indica...
Automatic recognition of animal vocalisations would be a valuable tool for a variety of biological r...
Frog population has been declining the past decade for habitat loss, invasive species, climate chang...
Frog population has been declining the past decade for habitat loss, invasive species, climate chang...
This study aims to recognise frog choruses using false-colour spectrograms and machine learning algo...
This study aims to recognise frog choruses using false-colour spectrograms and machine learning algo...
This study aims to recognise frog choruses using false-colour spectrograms and machine learning algo...
AbstractFrog population has been declining the past decade for habitat loss, invasive species, clima...
Automatic recognition of animal vocalisations would be a valuable tool for a variety of biological r...
Over the past decade, frog biodiversity has rapidly declined due to many problems including habitat ...