Bioacoustics Resources
A Collection of Resources related to the field of Digital Bioacoustics
SOFTWARE
Open-source Analytics
BirdVox - In-flight bird vocalization identification
VocalPy - A core package for acoustic communication research in Python
baRulho - an R package to quantify habitat-induced degradation of (animal) acoustic signals
DAS4Whales - a Python package to analyze Distributed Acoustic Sensing (DAS) data for marine bioacoustics
HARKBird - a set of scripts that use HARK for analyzing acoustic interactions among species and their surrounding acoustic environment.
OpenSoundscape (OPSO) - OpenSoundscape (OPSO) is free and open source Python utility library analyzing bioacoustic data.
Parselmouth - Parselmouth is a Python library for the Praat software.
PAMGuard - Open-source software for Passive Acoustic Monitoring
Perch - A bioacoustics research project by Google
Seewave - an R package dedicated to sound analysis and synthesis
SonoScape - SonoScape is a new software to process wav files using a full set of Acoustic Complexity metrics the (ACI metrics (ACIft, ACItf) and derivative indices: ACIft evenness, ACItf evenness, Sonic Signature Dissimilarity (SSD), Ecoacoustic Events (EE), EE Entropy, and Fractal dimensions of EE and SSD), developed under the MATLAB® platform.
warbler.py - a pipeline for segmenting, clustering and visualizing Adelaide's warbler songs
warbleR - is intended to facilitate the analysis of the structure of animal acoustic signals in R.
Whombat - an open-source web-based audio annotation tool designed to facilitate audio data labeling and annotation, with a special focus on aiding machine learning model development.
Open-source Soundscape
AviaNZ - Abundance estimation. The AviaNZ project is a collaboration between mathematicians, data scientists, and conservation biologists, to enable acoustic recordings of birdsong to be turned into reliable estimates of abundance
soundscape_IR- a python-based toolbox of soundscape information retrieval, aiming to assist in the analysis of soundscape recordings. The toolbox is primarily desgined for: (1) visualization of soundscape dynamics and (2) audio source separation.
Open-Source Machine Learning
AVES - (Animal Vocalization Encoder based on Self-Supervision) is a self-supervised, transformer-based audio representation model for encoding animal vocalizations ("BERT for animals")
BioLingual - Transferable Models for bioacoustics with Human Language Supervision. An audio-text model for bioacoustics based on contrastive language-audio pretraining.
soundclim - This repository compiles scripts and modules to search for soundmarks in audio recordings using machine learning.
Open-Source Database Access
rfishbase - interactive and programmatic access to the FishBase repository
Closed-source
Arbimon- Upload and analyze an unlimited amount of audio from your AudioMoth, Song Meter, or other recording device, with our free cloud-based analytical tool.
Avisoft-SASLab Pro - versatile sound analysis, editing, classification and synthesis tool.
Beluga and ARTwarp - MATLAB sound analysis tools
Kaleidoscope - versatile bioacoustics sound analysis tool, available in Pro and Lite, Kaleidoscope helps you more quickly identify species and report on findings.
Raven Pro - Raven Pro is a software program for the acquisition, visualization, measurement, and analysis of sounds. Raven Pro provides a powerful, user-friendly research and teaching tool for scientists working with acoustic signals. Raven Pro’s highly configurable views provide unparalleled flexibility in data display.
Raven Lite - Raven Lite is a free software program that lets users record, save, and visualize sounds as spectrograms and waveforms. Raven Lite is intended for students, educators, and hobbyists, and can be used for learning about sounds, as an aid in birdsong recognition, and in musical instruction.
SigPro - SigPro generates various noise sources or sine waves and plays WAV files at the desired sound pressure levels. Up to 8 independent sources can be generated real time of either pure tones, white, pink, red, full or 1/3 octave band-limited noise. WAV files of any sample rate can be looped to the desired length.
Hardware(Underwater)
Haiku Box - Device for identifying and being notified of different bird species.
AURAL-M2The AURAL-M2 ( Autonomous Underwater Recorder for Acoustic Listening) is an underwater recorder used for any application that requires continuous underwater sound recording
HydroMoth - HydroMoth is a variant of the standard AudioMoth specifically designed to be deployed in the underwater case.
SoundTrap 300 series - The SoundTrap 300 series are compact self-contained underwater sound recorders for ocean acoustic research.
Hardware(Terrestrial)
AudioMoth - a low-cost, full-spectrum acoustic logger, based on the Gecko processor range from Silicon Labs. Just like its namesake the moth, AudioMoth can listen at audible frequencies, well into ultrasonic frequencies. It is capable of recording uncompressed audio to microSD card at rates from 8,000 to 384,000 samples per second and can be converted into a full-spectrum USB microphone.
Birdbuddy - AI-powered Smart Bird Feeder. Capture their photos and organize them in a beautiful collection.
Frontierlabs Bar-LT - The BAR-LT is a professional 2 channel audio recorder designed specifically for long term autonomous field deployments.
Wildlife Acoustics Song Meter Line - Passive Acoustic Monitoring Devices
DATASETS
Animal Kingdom - A Large and Diverse Dataset for Animal Behavior Understanding
AnuraSet - A large-scale acoustic multi-label dataset for neotropical anuran call classification in passive acoustic monitoring
AnimalSpeaks - over a million audio-caption pairs holding information on species, vocalization context, and animal behavior
BEANS: Benchmark of Animal Sounds - The Benchmark of Animal Sounds
Egyptian fruit bat calls Prat Et. al. 2017 - An annotated dataset of Egyptian fruit bat vocalizations across varying contexts and during vocal ontogeny
HubBugDB - HumBugDB: A Large-scale Acoustic Mosquito wingbeat Dataset
Ushichka - Bat echolocation data, a multichannel audio-video dataset consisting of between 12-22 microphones and three thermal cameras.
Watkins Marine Mammal Sound Database
Xeno-Canto - Massive bird database, over 10,000 species.
Systema Naturae - massive searchable collection of many different kinds of datasets across many different types of animals
Libraries
BirdNET - BirdNET is a research platform that aims at recognizing birds by sound at scale.
Discovery of Sound in the Sea - Well-organized examples of different kinds of sounds of marine animals
FishSounds Library - a comprehensive, global inventory of fish sound production research. Information can be searched by fish taxa, by sound characteristics, or by reference.
Macaulay Library - it features 150,000 recordings of 9,000 species, including three-quarters of all known birds to science.
MNHN - Large collection of birds sounds from Muséum National d'Histoire naturelle
MorphoSource - Find, view, and download 3D data representing the world's natural history, cultural heritage, and scientific collections.
Citizen Scientist Programs
Observations.be - the largest nature platform in the Netherlands and Belgium.
Happywhale - Happywhale engages citizen scientists to identify individual marine mammals, for fun and for science
eBird - eBird is among the world’s largest biodiversity-related science projects, with more than 100 million bird sightings contributed annually by eBirders around the world
Flukebook - Flukebook applies computer vision algorithms and deep learning to identify and track individual whales and dolphins across hundreds of thousands of photos. We help researchers collaborate with each other and citizen scientists contribute to the effort. A.I. scales and speeds research and conservation.
Live-streamed bioacoustics
Streaming audio from the ALOHA Cabled Observatory
Locus Sonus
Rainforest Connection Apple App
Live-streamed other
Smithsonian’s Naked Mole Rat cam
Online Forums
Bioacoustics Stack Exchange - Bioacoustics Stack Exchange is a question and answer site for people interested in the studies of non-human animal sounds and the impacts of sounds on animals. It only takes a minute to sign up.
Earth Species Project Discord - Join the dynamic and growing online conversation around interspecies communication!
Conferences
Detection, Classification, Localisation and Density Estimation (DCLDE) of marine mammals - Spring 2024 in Rotterdam, Netherlands
5th World Ecoacoustics Congress - July 8-12 in Madrid, Spain
The African Bioacoustics Community - Fall 2024 in Cape Town, SA
IBAC - 2025 in Denmark
Organizations
The African Bioacoustics Community - Bioacoustic research from Africa and by African scientists is not well represented in the global field and thus the African Bioacoustics Community strives to shine a light on the achievements of bioacoustics research in Africa.
BDFFP - The Biological Dynamics of Forest Fragments Project
Earth Species Project - Earth Species Project is a non-profit dedicated to using artificial intelligence to decode non-human communication.
IBAC - The International Bioacoustics Society
Rainforest Connection - Rainforest Connection (RFCx) builds and deploys scalable, open acoustic monitoring systems that can halt illegal logging and poaching, and can enable biodiversity measurement and monitoring.
Robots4Whales - We monitor the presence of marine mammals from ocean-going robots using the sounds the animals make.
I'm sure there is so much that I have missed, so if you know of anything that belongs in here, please let me know and I'll get it added!
Edits:
02/07/24 - Haiku Box, Birdvox
02/05/24 - VocalPy
11/07/23 - BioLingual, AnimalSpeaks
11/09/23 - Discovery of Sound in the Sea, Macaulay Library
11/12/23 - Smithsonian's Naked Mole Rat cam, observations.be
11/25/23 - FishSounds Library
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Superbowl Cross-Post! Owl-natomy: Acoustic Location of Prey / 3D Hearing Research Paper Summary
Best test ever 10/10
Best test?
yeah no others had a funny pig
[pdf] Animal Signals
Animal sounds in most nature documentaries are made by humans. How they do it and why it matters
As males evolve to have better weapons, females develop bigger brains
Fish songs: Scientists race to capture ocean soundscapes before they're drowned out
Why Animals Talk by Arik Kershenbaum review — how to speak dolphin
The chicken whisperers? Humans can surprisingly decipher chicken emotions from their clucks
Earth Species Project at Near Future Summit 2023
Hypothesis of Sounds Spreading from Whales to Ancestral Hominins.
Bees Surprise Scientists With Social Skills
Animal Communication: A Physical Review
Introducing VocalPy: A Core Python Package for Researchers Studying Animal Acoustic Communication
A new series titled 'Secret World of Sound' with David Attenborough.
New camera reveals what life looks like through animals' eyes with near-perfect accuracy
5 Videos That Show the Unique Communication Methods of Dolphins
[pdf] Latent meaning representations in great-ape gestural communication
Syntax Before Words—The Function-First Approach to the Evolution of Proto-Language
At Central Square Theater, a tale of bird brains and human hearts
At Central Square Theater, a tale of bird brains and human hearts
At Central Square Theater, a tale of bird brains and human hearts
The Evolutionary Roots of Creativity: Mechanisms and Motivations
Tree cricket (Oecanthus spp.) baffle singing
Manitoba researcher helps uncover secrets of beluga whale communications
Merlin is a brilliant pig who communicates through "speech buttons," and loves to dance and eat ice cubes
Speech Emotion Recognition of Animal Vocals Using Deep Learning
Birders find help in artificial intelligence
Florida Residents Are Being Kept Up At Night By “Wall-Shaking” Noises Potentially Caused By Fish Mating
A travel back, Tracing the Origin and Developments of Human Communication
Study finds relocated songbirds can successfully learn the diversity of songs they need to survive
Detecting the Presence of Sperm Whales’ Echolocation Clicks in Noisy Environments
The Challenge of Positioning Space and Time in Systemic Studies of Animal Utterances as Both Embodied and External Contexts
Wittgenstein and why AI cannot talk to animals | Constantine Sandis
Combinatoriality and Compositionality in Communication, Skills, Tool Use, and Language
Scammed by fake news! Animals 'led by the nose' to leave plants alone
Goats can tell if you are happy or angry by your voice alone
Advancing zoo animal welfare through data science: scaling up continuous improvement efforts
What is the intelligence of parrots about humans?
Fowl language: AI is learning to analyze chicken communications to help us understand what all the clucking's about
Humpback whales move daytime singing offshore, research reveals
BovineTalk: machine learning for vocalization analysis of dairy cattle under the negative affective state of isolation
Dogs May Wag Tails To Make Humans Happy: Study
How AI is decoding the animal kingdom
Reef Song: An Innovative Approach to Coral Reef Recovery
Dogs wag their tail to convey a lot more than just happiness, study finds
Garter snakes make friends, organize their society around females
Remembering Tusko the Elephant, Given Largest-Ever Dose of LSD
[pdf] Co-designing Enrichment Toys with Bottlenose Dolphins: Playfulness as a Corrective to Anthropocentrism
4 Ways Whales Show They are Highly Intelligent Creatures
Daily singing workout keeps songbird males attractive, study shows
Nature's Thermometer: Decoding Temperature with Cricket Chirps
Encounter with humpback whales reveals potential for nonhuman intelligence communication
Exploring Animal Cognition, Culture and Personhood
First 3D Recordings of Whale Songs Reveal Fascinating New Behaviors
'Talking to animals as people fantasize - it won't happen'
Midbrain awakens gift of gab in chatty midshipman fish
Garter snakes make friends, organize their society around females
Features of animal babbling in the vocal ontogeny of the gray mouse lemur (Microcebus murinus) - Scientific Reports
Animal Communication: A Current Research Approach - Dinkum Publishers
TamagoPhone: A Framework for Augmenting Artificial Incubators to Enable Vocal Interaction Between Bird Parents and Eggs
Caterpillars Can Scream | Live Science
The evolution of complex social communication: What chimpanzees and bonobos can tell us about the origins of human language
A typology of the use of clicks | Stellenbosch Papers in Linguistics
Groundbreaking Discovery: Fossilized Signatures of Elephant Seismic Communication
Abduction in Animal Minds
How AI Uses Voice to Detect Diabetes
How do Whales Hear Their Songs and Other Sounds if They Don't Have Ears?
Creating VR Goggles For Mice Futureproof With Jonathan McCrea [podcast - mouse VR at 14:30]
Parrots and songbirds have evolved distinct brain mechanisms, study shows
Global inventory of sound production brings us one step closer to understanding aquatic ecosystems
New report highlights role of ecoacoustics in monitoring wildlife
Culturally determined interspecies communication between humans and honeyguides
The Conflict of Role and Sign: A Zoosemiotic Approach on Long-tailed Macaque in Bali
Can we decode the language of our primate cousins?
Pandas active posters on social media
[short podcast] 'Team Squirrel' studies social behavior of ground squirrels at UW-Eau Claire | Wisconsin Public Radio
A troop of monkeys has killed up to 250 dogs in 'revenge' attacks, including throwing them off tall buildings, reports from India say
The Sound of Science
Vibroscape analysis reveals acoustic niche overlap and plastic alteration of vibratory courtship signals in ground-dwelling wolf spiders - Communications Biology
Scientists Find an ‘Alphabet’ in Whale Songs
Whales are speaking in secret language using ‘alphabet of clicks’
Whales are speaking in secret language using ‘alphabet of clicks’
Scientists Find an ‘Alphabet’ in Whale Songs
Whales are speaking in secret language using ‘alphabet of clicks’
Pooping, Flapping Ears, And Rumbling: The Weird Ways Elephants Get Their Friends' Attention
At Central Square Theater, a tale of bird brains and human hearts
Dung beetles show their love by sharing the load
Improving acoustic ecology or how the startup began to create an AVAS system for different types of electric vehicles.
Unlocking the Secret Pheromone Aphrodisiac of Moths
ISPA: Inter-Species Phonetic Alphabet for Transcribing Animal Sounds
At Central Square Theater, a tale of bird brains and human hearts
Threshold of anthropogenic sound levels within protected landscapes in Kerala, India, for avian habitat quality and conservation
Rules of departure: Antiphony and personalized vocal spaces in wild male elephant group coordination
Information Theory Opens New Dimensions in Experimental Studies of Animal Behaviour and Communication
Do apes have humor? Study shows that great apes playfully tease each other
Studying the otherworldly sounds in Antarctic waters
Twin vocal folds as a novel evolutionary adaptation for vocal communications in lemurs
[pdf] Phytoacoustics: Perhaps intelligence needs to be redefined and expanded to include plants
Ecology and evolution of bird sounds
Ecology and evolution of bird sounds
Ecology and evolution of bird sounds
This is the story of Whale 52. The World's Loneliest Whale
Wild bird gestures “after you”
What we—and AI—can learn from nature's intelligence - Ted Radio Hour [Podcast]
Sensory trap leads to reliable communication without a shift in nonsexual responses to the model cue
"Incredible" clip shows scientist and octopus "communicating" in the wild
New research reveals New York Bight is an important year-round habitat for endangered fin whales
Laser-assisted see-through technology for locating sound sources inside a structure
Laser-assisted see-through technology for locating sound sources inside a structure
Google wants you to lend your ears to help save coral reefs
Acoustic characteristics of bedrooms in two types of long-term care facilities in China
NASA asks you: during the next eclipse, listen carefully
Spider conversations decoded with the help of machine learning and contact microphones
Electric fish sense the world through 'auras' of neighbors like a networked radar
PBS documentary tells story of “life-changing” whale encounter off Dominica
How do whales end up stranded on the beach? Here's what we know about 'beachings'
Soundscape composition, hearing the real and surreal
National Geographic Society Launches the Wildlife Intelligence Project
Relationship between acoustic traits of protesting cries of domestic kittens (Felis catus) and their individual chances for survival
‘Earthsounds’ taps into nature’s playlist
The first images of two humpback whales mating: they are males
Baleen whales evolved a unique larynx to communicate but cannot escape human noise
Dog 'Language Geniuses' Are Rare but Apparently Real
Neurobiology: How bats distinguish different sounds
Neurobiology: How bats distinguish different sounds
Watch these predatory fish use rapid color changes to coordinate attacks
From Predictive Analytics to Emotional Recognition - The Evolving Landscape of Cognitive Computing in Animal Welfare
Secret World of Sound with David Attenborough explores the use of sound with animals
Study reveals the crow's best friend: Humans
Moss bugs shed light on the evolution of complex bioacoustic systems
One of world’s smallest fish found to make sound as loud as a gunshot
Humpback whales move daytime singing offshore, research reveals
It’s the Cat’s Meow but You Just Don’t Understand
How new communication behaviors evolve: Androgens as modifiers of neuromotor structure and function in foot-flagging frogs
Sounding the alarm: Functionally referential signaling in Azure-winged Magpie
Bumble bees ‘play with balls for enjoyment’
Schools of Fish Can Make Less Noise than Solitary Swimmer, Study Shows
At Central Square Theater, a tale of bird brains and human hearts
At Central Square Theater, a tale of bird brains and human hearts
Phonetic and Lexical Discovery of a Canine Language using HuBERT
New Zealand Bottlenose Dolphins Can Have Regional 'Accents'
How AI Can Save the Zebras
Song adjustments only partially restore effective communication among Baird's sparrows, Centronyx bairdii, exposed to oil well drilling noise
'Good Boy!' Dogs Do Understand Us, Says New Study
Bottom water hypoxia suppresses fish chorusing in estuaries
Female frogs communicate with males through blinking
What a Border Collie Taught a Linguist About Language
Moonlight-driven Biological Choruses In Hawaiian Coral Reefs
Russian Man Teaches Bear To Play Harmonica In Viral Video
Gestural communication in wild spider monkeys (Ateles geoffroyi) - Animal Cognition
Arctic nightlife: Seabird colony bursts with sound at night
Toward a Practical Theory of Timing: Upbeat and E-Series Time for Organisms - Biosemiotics
Unraveling the mystery: Can rats laugh?
How Animals Communicate Underwater: The Science Behind Aquaman
Carnivorous plants attract bats with echo reflectors
The role of loudness in vocal intimidation
Octopus body language: body patterns of Abdopus capricornicus during social interactions
University of Glasgow study involving parrots gives new insight
The hidden secrets of a simple birdsong, explained
'Good Boy!' Dogs Do Understand Us, Says New Study
These Mobile Games Are for the Birds
Size matters: Variability in the acoustic parameters during feeding activity of Penaeus vannamei in different size classes
Caller ID of the sea
Can we talk to whales? Scientists in Dominica working to decode their language
Complex birdsongs help biologists piece together the evolution of lifelong learning
How bees interpret their "waggle dance" language in the dark
Plants have an astonishing biochemical communication network
Species diversity found to be directly correlated with productivity in eastern US forests
The effects of duet coordination on territory defence in an Australian arid zone passerine
Study says plants emit sounds when injured
If aliens arrive, how will we talk to them? These experts have some answers
Three dimensions of humpback whale communication
Animal Communication: A Physical Review
Spider Courtship Decoded by Machine Learning
The role of cerebellum in learned vocal communication in adult songbirds
Scientists turn bird dreams into captivating music
Is Animal Communication the Next Frontier for Translation AI?
Perceptual (but not acoustic) features predict singing voice preferences
Perceptual (but not acoustic) features predict singing voice preferences
Play that funky music: Lemurs grooving with personal sound system at Scottish safari park
Perceptual (but not acoustic) features predict singing voice preferences
Scientists turn bird dreams into captivating music
AI discovers complex crooning is key to a female songbird’s heart
Soundscape ecology: a window into a disappearing world – podcast
World faces ‘deathly silence’ of nature as wildlife disappears, warn experts
Crunching worms, squeaking voles, drumming ants: how scientists are learning to eavesdrop on the sounds of soil
Invasive plants alter the soundscape of ecosystems
Why don’t female crickets chirp?
Hearing the impact of climate change in Okinawa, one bird call at a time
Research Shows Baby Bird Development Harmed By Sound Of Cars
The 35 million-year-old adaptation that helps lemurs sound bigger than they are
Recordings of little auk colony reveal more about Arctic seabirds
Research Shows Baby Bird Development Harmed By Sound Of Cars
Recordings of little auk colony reveal more about Arctic seabirds
New Research on Animal Communication Shows Their Cultures Are Often Complex and Cumulative
Scientists Find an ‘Alphabet’ in Whale Songs
Whales are speaking in secret language using ‘alphabet of clicks’
Scientists Find an ‘Alphabet’ in Whale Songs