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Seeing biodiversity: perspectives in machine learning for wildlife
  conservation

Seeing biodiversity: perspectives in machine learning for wildlife conservation

25 October 2021
D. Tuia
B. Kellenberger
Sara Beery
Blair R. Costelloe
Silvia Zuffi
Benjamin Risse
Alexander Mathis
Mackenzie W. Mathis
F. Langevelde
T. Burghardt
R. Kays
Holger Klinck
M. Wikelski
I. Couzin
Grant Van Horn
M. Crofoot
Chuck Stewart
T. Berger-Wolf
ArXivPDFHTML

Papers citing "Seeing biodiversity: perspectives in machine learning for wildlife conservation"

50 / 75 papers shown
Title
Towards Application-Specific Evaluation of Vision Models: Case Studies in Ecology and Biology
Towards Application-Specific Evaluation of Vision Models: Case Studies in Ecology and Biology
A. H. H. Chan
Otto Brookes
Urs Waldmann
Hemal Naik
I. Couzin
...
Lukas Boesch
M. Arandjelovic
H. Kühl
T. Burghardt
Fumihiro Kano
48
0
0
05 May 2025
WildLive: Near Real-time Visual Wildlife Tracking onboard UAVs
WildLive: Near Real-time Visual Wildlife Tracking onboard UAVs
Nguyen Ngoc Dat
Tom Richardson
Matthew Watson
Kilian Meier
Jenna Kline
Sid Reid
Guy Maalouf
Duncan Hine
Majid Mirmehdi
T. Burghardt
24
0
0
14 Apr 2025
Efficient Mixture of Geographical Species for On Device Wildlife Monitoring
Efficient Mixture of Geographical Species for On Device Wildlife Monitoring
Emmanuel Azuh Mensah
Joban Mand
Yueheng Ou
Min Jang
Kurtis Heimerl
29
0
0
11 Apr 2025
MMLA: Multi-Environment, Multi-Species, Low-Altitude Aerial Footage Dataset
MMLA: Multi-Environment, Multi-Species, Low-Altitude Aerial Footage Dataset
Jenna Kline
S.
Guy Maalouf
Camille Rondeau Saint-Jean
Dat Nguyen Ngoc
...
Elzbieta Pastucha
Blair R. Costelloe
Matthew Watson
Thomas Richardson
Ulrik Pagh Schultz Lundquist
19
0
0
10 Apr 2025
A Bird Song Detector for improving bird identification through Deep Learning: a case study from Doñana
A Bird Song Detector for improving bird identification through Deep Learning: a case study from Doñana
Alba Márquez-Rodríguez
Miguel Ángel Mohedano-Munoz
Manuel J. Marín-Jiménez
Eduardo Santamaría-García
Giulia Bastianelli
Pedro Jordano
Irene Mendoza
44
0
0
19 Mar 2025
Inteligencia Artificial para la conservación y uso sostenible de la biodiversidad, una visión desde Colombia (Artificial Intelligence for conservation and sustainable use of biodiversity, a view from Colombia)
Inteligencia Artificial para la conservación y uso sostenible de la biodiversidad, una visión desde Colombia (Artificial Intelligence for conservation and sustainable use of biodiversity, a view from Colombia)
Juan Sebastián Canas
Camila Parra-Guevara
Manuela Montoya-Castrillón
Julieta M Ramírez-Mejía
Gabriel-Alejandro Perilla
...
Mario Murcia
Elkin A. Noguera-Urbano
Jose Manuel Ochoa-Quintero
Susana Rodríguez Buriticá
J. Ulloa
39
0
0
17 Mar 2025
MaskSDM with Shapley values to improve flexibility, robustness, and explainability in species distribution modeling
MaskSDM with Shapley values to improve flexibility, robustness, and explainability in species distribution modeling
Robin Zbinden
Nina Van Tiel
Gencer Sumbul
Chiara Vanalli
B. Kellenberger
D. Tuia
39
0
0
17 Mar 2025
Resource efficient data transmission on animals based on machine learning
Wilhelm Kerle-Malcharek
Karsten Klein
Martin Wikelski
F. Schreiber
Timm A. Wild
34
0
0
13 Mar 2025
Open-Set Recognition of Novel Species in Biodiversity Monitoring
Yuyan Chen
Nico Lang
B. Christian Schmidt
Aditya Jain
Yves Basset
Sara Beery
Maxim Larrivée
David Rolnick
42
0
0
03 Mar 2025
The PanAf-FGBG Dataset: Understanding the Impact of Backgrounds in Wildlife Behaviour Recognition
The PanAf-FGBG Dataset: Understanding the Impact of Backgrounds in Wildlife Behaviour Recognition
Otto Brookes
Maksim Kukushkin
Majid Mirmehdi
Colleen Stephens
Paula Dieguez
...
Lukas Boesch
Thomas Schmid
M. Arandjelovic
H. Kühl
T. Burghardt
46
0
0
28 Feb 2025
Surveying Attitudinal Alignment Between Large Language Models Vs. Humans Towards 17 Sustainable Development Goals
Surveying Attitudinal Alignment Between Large Language Models Vs. Humans Towards 17 Sustainable Development Goals
Qingyang Wu
Ying Xu
Tingsong Xiao
Yunze Xiao
Yitong Li
...
Yichi Zhang
Shanghai Zhong
Yuwei Zhang
Wei Lu
Yifan Yang
73
1
0
17 Jan 2025
CATALOG: A Camera Trap Language-guided Contrastive Learning Model
CATALOG: A Camera Trap Language-guided Contrastive Learning Model
Julian D. Santamaria
Claudia Isaza
Jhony H. Giraldo
71
0
0
14 Dec 2024
FathomVerse: A community science dataset for ocean animal discovery
FathomVerse: A community science dataset for ocean animal discovery
Genevieve Patterson
Joost Daniels
Benjamin Woodward
K. Barnard
Giovanna Sainz
L. Lundsten
K. Katija
104
0
0
02 Dec 2024
Adapting the re-ID challenge for static sensors
Avirath Sundaresan
Jason Parham
Jonathan Crall
Rosemary Warungu
Timothy Muthami
...
Jason A. Holmberg
T. Berger-Wolf
Daniel Rubenstein
Charles V. Stewart
Sara Beery
65
1
0
30 Nov 2024
BuckTales : A multi-UAV dataset for multi-object tracking and
  re-identification of wild antelopes
BuckTales : A multi-UAV dataset for multi-object tracking and re-identification of wild antelopes
Hemal Naik
Junran Yang
Dipin Das
Margaret C Crofoot
Akanksha Rathore
Vivek Hari Sridhar
42
0
0
11 Nov 2024
Fourier-based Action Recognition for Wildlife Behavior Quantification
  with Event Cameras
Fourier-based Action Recognition for Wildlife Behavior Quantification with Event Cameras
Friedhelm Hamann
Suman Ghosh
Ignacio Juarez Martinez
Tom Hart
Alex Kacelnik
Guillermo Gallego
19
0
0
09 Oct 2024
Learning to learn ecosystems from limited data -- a meta-learning
  approach
Learning to learn ecosystems from limited data -- a meta-learning approach
Zheng-Meng Zhai
Bryan Glaz
Mulugeta Haile
Ying-Cheng Lai
11
1
0
02 Oct 2024
Contrastive ground-level image and remote sensing pre-training improves
  representation learning for natural world imagery
Contrastive ground-level image and remote sensing pre-training improves representation learning for natural world imagery
Andy V. Huynh
Lauren E. Gillespie
Jael Lopez-Saucedo
Claire Tang
Rohan Sikand
Moisés Expósito-Alonso
SSL
19
5
0
28 Sep 2024
Find Rhinos without Finding Rhinos: Active Learning with Multimodal
  Imagery of South African Rhino Habitats
Find Rhinos without Finding Rhinos: Active Learning with Multimodal Imagery of South African Rhino Habitats
Lucia Gordon
Nikhil Behari
Samuel Collier
Elizabeth Bondi-Kelly
J. Killian
Catherine Ressijac
Peter Boucher
Andrew Davies
Milind Tambe
18
2
0
26 Sep 2024
Exploring the potential of collaborative UAV 3D mapping in Kenyan
  savanna for wildlife research
Exploring the potential of collaborative UAV 3D mapping in Kenyan savanna for wildlife research
Vandita Shukla
Luca Morelli
Pawel Trybala
Fabio Remondino
Wentian Gan
Yifei Yu
Xin Wang
21
0
0
24 Sep 2024
Animal Identification with Independent Foreground and Background
  Modeling
Animal Identification with Independent Foreground and Background Modeling
Lukás Picek
Lukás Neumann
Jirí Matas
VLM
27
2
0
23 Aug 2024
Fish-Vista: A Multi-Purpose Dataset for Understanding & Identification of Traits from Images
Fish-Vista: A Multi-Purpose Dataset for Understanding & Identification of Traits from Images
Kazi Sajeed Mehrab
M. Maruf
Arka Daw
Harish Babu Manogaran
Abhilash Neog
...
Paula Mabee
Wasila Dahdul
Anuj Karpatne
Wasila M Dahdul
Anuj Karpatne
20
4
0
10 Jul 2024
HEMM: Holistic Evaluation of Multimodal Foundation Models
HEMM: Holistic Evaluation of Multimodal Foundation Models
Paul Pu Liang
Akshay Goindani
Talha Chafekar
Leena Mathur
Haofei Yu
Ruslan Salakhutdinov
Louis-Philippe Morency
36
10
0
03 Jul 2024
CNN Based Flank Predictor for Quadruped Animal Species
CNN Based Flank Predictor for Quadruped Animal Species
Vanessa Suessle
Marco Heurich
Colleen T. Downs
Andreas Weinmann
Elke Hergenroether
22
0
0
19 Jun 2024
Automated Bioacoustic Monitoring for South African Bird Species on
  Unlabeled Data
Automated Bioacoustic Monitoring for South African Bird Species on Unlabeled Data
Michael Doell
Dominik Kuehn
Vanessa Suessle
M. Burnett
Colleen T. Downs
Andreas Weinmann
Elke Hergenroether
19
1
0
19 Jun 2024
Recurrence over Video Frames (RoVF) for the Re-identification of
  Meerkats
Recurrence over Video Frames (RoVF) for the Re-identification of Meerkats
Mitchell Rogers
Kobe Knowles
Gael Gendron
Shahrokh Heidari
David Arturo Soriano Valdez
Mihailo Azhar
Padriac O'Leary
Simon Eyre
Michael Witbrock
Patrice Delmas
27
1
0
18 Jun 2024
Insect Identification in the Wild: The AMI Dataset
Insect Identification in the Wild: The AMI Dataset
Aditya Jain
Fagner Cunha
M. Bunsen
Juan Sebastián Canas
L. Pasi
...
K. P. McFarland
David Roy
T. Høye
Maxim Larrivée
David Rolnick
16
3
0
18 Jun 2024
ChimpVLM: Ethogram-Enhanced Chimpanzee Behaviour Recognition
ChimpVLM: Ethogram-Enhanced Chimpanzee Behaviour Recognition
Otto Brookes
Majid Mirmehdi
H. Kühl
T. Burghardt
24
3
0
13 Apr 2024
Advancing multivariate time series similarity assessment: an integrated
  computational approach
Advancing multivariate time series similarity assessment: an integrated computational approach
F. Tonle
Henri E. Z. Tonnang
Milliam Maxime Zekeng Ndadji
Maurice Tchoupé Tchendji
Armand Nzeukou
K. Senagi
S. Niassy
AI4TS
21
0
0
16 Mar 2024
All Thresholds Barred: Direct Estimation of Call Density in Bioacoustic
  Data
All Thresholds Barred: Direct Estimation of Call Density in Bioacoustic Data
Amanda Navine
Tom Denton
Matthew J. Weldy
Patrick J. Hart
13
4
0
23 Feb 2024
Floralens: a Deep Learning Model for the Portuguese Native Flora
Floralens: a Deep Learning Model for the Portuguese Native Flora
António Filgueiras
Eduardo R. B. Marques
Luís M. B. Lopes
Miguel Marques
Hugo Silva
16
0
0
13 Feb 2024
PanAf20K: A Large Video Dataset for Wild Ape Detection and Behaviour
  Recognition
PanAf20K: A Large Video Dataset for Wild Ape Detection and Behaviour Recognition
Otto Brookes
Majid Mirmehdi
Colleen Stephens
Samuel Angedakin
Katherine Corogenes
...
Klaus Zuberbühler
Christophe Boesch
M. Arandjelovic
H. Kühl
T. Burghardt
22
12
0
24 Jan 2024
Sparse identification of nonlinear dynamics in the presence of library
  and system uncertainty
Sparse identification of nonlinear dynamics in the presence of library and system uncertainty
Andrew O'Brien
8
0
0
23 Jan 2024
On the selection and effectiveness of pseudo-absences for species
  distribution modeling with deep learning
On the selection and effectiveness of pseudo-absences for species distribution modeling with deep learning
Robin Zbinden
Nina Van Tiel
B. Kellenberger
L. Hughes
D. Tuia
12
10
0
03 Jan 2024
Human-in-the-Loop Visual Re-ID for Population Size Estimation
Human-in-the-Loop Visual Re-ID for Population Size Estimation
Gustavo Pérez
Daniel Sheldon
Grant Van Horn
Subhransu Maji
10
0
0
08 Dec 2023
BioCLIP: A Vision Foundation Model for the Tree of Life
BioCLIP: A Vision Foundation Model for the Tree of Life
Samuel Stevens
Jiaman Wu
Matthew J Thompson
Elizabeth G Campolongo
Chan Hee Song
...
Wasila M Dahdul
Charles V. Stewart
Tanya Berger-Wolf
Wei-Lun Chao
Yu-Chuan Su
20
62
0
30 Nov 2023
Soundbay: Deep Learning Framework for Marine Mammals and Bioacoustic
  Research
Soundbay: Deep Learning Framework for Marine Mammals and Bioacoustic Research
Noam Bressler
Michael Faran
Amit Galor
Michael Moshe Michelashvili
Tomer Nachshon
Noa Weiss
18
0
0
07 Nov 2023
OceanBench: The Sea Surface Height Edition
OceanBench: The Sea Surface Height Edition
J. E. Johnson
Q. Febvre
Anastasia Gorbunova
Sammy Metref
M. Ballarotta
Julien Le Sommer
Ronan Fablet
20
2
0
27 Sep 2023
Efficiency is Not Enough: A Critical Perspective of Environmentally Sustainable AI
Efficiency is Not Enough: A Critical Perspective of Environmentally Sustainable AI
Dustin Wright
Christian Igel
Gabrielle Samuel
Raghavendra Selvan
18
15
0
05 Sep 2023
Whombat: An open-source annotation tool for machine learning development
  in bioacoustics
Whombat: An open-source annotation tool for machine learning development in bioacoustics
Santiago Martínez Balvanera
Oisin Mac Aodha
Matthew J. Weldy
Holly Pringle
Ella Browning
Kate E. Jones
6
2
0
24 Aug 2023
Diving with Penguins: Detecting Penguins and their Prey in Animal-borne
  Underwater Videos via Deep Learning
Diving with Penguins: Detecting Penguins and their Prey in Animal-borne Underwater Videos via Deep Learning
Ke-shi Zhang
Mingyu Yang
Stephen D. J. Lang
Alistair M. McInnes
R. Sherley
T. Burghardt
6
1
0
14 Aug 2023
The Impact of Imperfect XAI on Human-AI Decision-Making
The Impact of Imperfect XAI on Human-AI Decision-Making
Katelyn Morrison
Philipp Spitzer
Violet Turri
Michelle C. Feng
Niklas Kühl
Adam Perer
20
31
0
25 Jul 2023
Comparison between transformers and convolutional models for
  fine-grained classification of insects
Comparison between transformers and convolutional models for fine-grained classification of insects
Rita Pucci
Vincent J. Kalkman
D. Stowell
8
1
0
20 Jul 2023
Reflections from the Workshop on AI-Assisted Decision Making for
  Conservation
Reflections from the Workshop on AI-Assisted Decision Making for Conservation
Lily Xu
Esther Rolf
Sara Beery
J. Bennett
T. Berger-Wolf
...
P. Moorcroft
Jonathan Palmer
Andrew Perrault
D. Thau
Milind Tambe
22
3
0
17 Jul 2023
AnuraSet: A dataset for benchmarking Neotropical anuran calls
  identification in passive acoustic monitoring
AnuraSet: A dataset for benchmarking Neotropical anuran calls identification in passive acoustic monitoring
Juan Sebastián Canas
Maria Paula Toro-Gómez
L. S. M. Sugai
H. Benítez-Restrepo
J. Rudas
...
José Luiz Massao Moreira Sugai
Carolina Emília dos Santos
R. Bastos
Diego Llusia
J. Ulloa
26
18
0
11 Jul 2023
Elephants and Algorithms: A Review of the Current and Future Role of AI
  in Elephant Monitoring
Elephants and Algorithms: A Review of the Current and Future Role of AI in Elephant Monitoring
Leandra L. Brickson
F. Vollrath
A. Titus
14
12
0
23 Jun 2023
DISCount: Counting in Large Image Collections with Detector-Based
  Importance Sampling
DISCount: Counting in Large Image Collections with Detector-Based Importance Sampling
Gustavo Pérez
Subhransu Maji
Daniel Sheldon
20
3
0
05 Jun 2023
MammalNet: A Large-scale Video Benchmark for Mammal Recognition and
  Behavior Understanding
MammalNet: A Large-scale Video Benchmark for Mammal Recognition and Behavior Understanding
Jun Chen
Ming Hu
D. Coker
M. Berumen
Blair R. Costelloe
Sara Beery
Anna Rohrbach
Mohamed Elhoseiny
14
20
0
01 Jun 2023
A benchmark for computational analysis of animal behavior, using
  animal-borne tags
A benchmark for computational analysis of animal behavior, using animal-borne tags
Benjamin Hoffman
M. Cusimano
V. Baglione
D. Canestrari
D. Chevallier
...
O. Vainio
A. Vehkaoja
Ken Yoda
Katie Zacarian
A. Friedlaender
23
7
0
18 May 2023
Nine tips for ecologists using machine learning
Nine tips for ecologists using machine learning
Marine Desprez
Vincent Miele
O. Gimenez
19
3
0
17 May 2023
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