Machine learning to classify animal species in camera trap images: Applications in ecology

MA Tabak, MS Norouzzadeh… - Methods in Ecology …, 2019 - Wiley Online Library
Motion‐activated cameras (“camera traps”) are increasingly used in ecological and
management studies for remotely observing wildlife and are amongst the most powerful …

Identifying animal species in camera trap images using deep learning and citizen science

M Willi, RT Pitman, AW Cardoso… - Methods in Ecology …, 2019 - Wiley Online Library
Ecologists often study wildlife populations by deploying camera traps. Large datasets are
generated using this approach which can be difficult for research teams to manually …

Improving the accessibility and transferability of machine learning algorithms for identification of animals in camera trap images: MLWIC2

MA Tabak, MS Norouzzadeh, DW Wolfson… - Ecology and …, 2020 - Wiley Online Library
Motion‐activated wildlife cameras (or “camera traps”) are frequently used to remotely and
noninvasively observe animals. The vast number of images collected from camera trap …

Three critical factors affecting automated image species recognition performance for camera traps

S Schneider, S Greenberg, GW Taylor… - Ecology and …, 2020 - Wiley Online Library
Ecological camera traps are increasingly used by wildlife biologists to unobtrusively monitor
an ecosystems animal population. However, manual inspection of the images produced is …

[HTML][HTML] ClassifyMe: A Field-Scouting Software for the Identification of Wildlife in Camera Trap Images

G Falzon, C Lawson, KW Cheung, K Vernes… - Animals, 2019 - mdpi.com
Simple Summary Camera trap wildlife surveys can generate vast amounts of imagery. A key
problem in the wildlife ecology field is that vast amounts of time is spent reviewing this …

Robust ecological analysis of camera trap data labelled by a machine learning model

RC Whytock, J Świeżewski, JA Zwerts… - Methods in Ecology …, 2021 - Wiley Online Library
Ecological data are collected over vast geographic areas using digital sensors such as
camera traps and bioacoustic recorders. Camera traps have become the standard method …

Automatically identifying, counting, and describing wild animals in camera-trap images with deep learning

MS Norouzzadeh, A Nguyen… - Proceedings of the …, 2018 - National Acad Sciences
Having accurate, detailed, and up-to-date information about the location and behavior of
animals in the wild would improve our ability to study and conserve ecosystems. We …

An evaluation of platforms for processing camera‐trap data using artificial intelligence

J Vélez, W McShea, H Shamon… - Methods in Ecology …, 2023 - Wiley Online Library
Camera traps have quickly transformed the way in which many ecologists study the
distribution of wildlife species, their activity patterns and interactions among members of the …

Efficient pipeline for camera trap image review

S Beery, D Morris, S Yang - arXiv preprint arXiv:1907.06772, 2019 - arxiv.org
Biologists all over the world use camera traps to monitor biodiversity and wildlife population
density. The computer vision community has been making strides towards automating the …

Animal Scanner: Software for classifying humans, animals, and empty frames in camera trap images

H Yousif, J Yuan, R Kays, Z He - Ecology and evolution, 2019 - Wiley Online Library
Camera traps are a popular tool to sample animal populations because they are
noninvasive, detect a variety of species, and can record many thousands of animal …