Thinking like a naturalist: Enhancing computer vision of citizen science images by harnessing contextual data

A comparison of deep learning and citizen science techniques for counting wildlife in aerial survey images

(2019) Colin J. Torney et al.   Methods in Ecology and Evolution

Citizen science frontiers: Efficiency, engagement, and serendipitous discovery with human–machine systems

(2019) Laura Trouille et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Improving plankton image classification using context metadata

(2019) Jeffrey S. Ellen et al.   LIMNOLOGY AND OCEANOGRAPHY-METHODS

Applications for deep learning in ecology

(2019) Sylvain Christin et al.   Methods in Ecology and Evolution

Hydra: An Ensemble of Convolutional Neural Networks for Geospatial Land Classification

(2019) Rodrigo Minetto et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Recommending plant taxa for supporting on-site species identification

(2018) Hans Christian Wittich et al.   BMC BIOINFORMATICS

Ant genera identification using an ensemble of convolutional neural networks

(2018) Alan Caio R. Marques et al.   PLoS One

A multi-access identification key based on colour patterns in ladybirds (Coleoptera, Coccinellidae)

(2018) Séverin Jouveau et al.   ZooKeys

A systematic study of the class imbalance problem in convolutional neural networks

(2018) Mateusz Buda et al.   NEURAL NETWORKS

Machine learning for image based species identification

(2018) Jana Wäldchen et al.   Methods in Ecology and Evolution

Emerging opportunities and challenges for passive acoustics in ecological assessment and monitoring

(2018) Rory Gibb et al.   Methods in Ecology and Evolution

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

(2018) Marco Willi et al.   Methods in Ecology and Evolution

A computer vision for animal ecology

(2017) Ben G. Weinstein   JOURNAL OF ANIMAL ECOLOGY

A survey on image-based insect classification

(2017) Maxime Martineau et al.   PATTERN RECOGNITION

Acquiring and preprocessing leaf images for automated plant identification: understanding the tradeoff between effort and information gain

(2017) Michael Rzanny et al.   Plant Methods

The harlequin ladybird, Harmonia axyridis: global perspectives on invasion history and ecology

(2016) Helen E. Roy et al.   BIOLOGICAL INVASIONS

Patterns of contribution to citizen science biodiversity projects increase understanding of volunteers’ recording behaviour

(2016) Elizabeth H. Boakes et al.   Scientific Reports

Emerging technologies for biological recording

(2015) Tom August et al.   BIOLOGICAL JOURNAL OF THE LINNEAN SOCIETY

The Biological Records Centre: a pioneer of citizen science

(2015) Michael J. O. Pocock et al.   BIOLOGICAL JOURNAL OF THE LINNEAN SOCIETY

Snapshot Serengeti, high-frequency annotated camera trap images of 40 mammalian species in an African savanna

(2015) Alexandra Swanson et al.   Scientific Data

Statistics for citizen science: extracting signals of change from noisy ecological data

(2014) Nick J. B. Isaac et al.   Methods in Ecology and Evolution

Lessons from lady beetles: accuracy of monitoring data from US and UK citizen-science programs

(2012) Mary M Gardiner et al.   FRONTIERS IN ECOLOGY AND THE ENVIRONMENT

Using biological traits to explain ladybird distribution patterns

(2012) Richard F. Comont et al.   JOURNAL OF BIOGEOGRAPHY

A new dawn for citizen science

(2009) Jonathan Silvertown   TRENDS IN ECOLOGY & EVOLUTION