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

Author:

Torney Colin J.1ORCID,Lloyd‐Jones David J.2,Chevallier Mark1,Moyer David C.3,Maliti Honori T.4,Mwita Machoke4,Kohi Edward M.4,Hopcraft Grant C.5

Affiliation:

1. School of Mathematics and StatisticsUniversity of Glasgow Glasgow UK

2. FitzPatrick Institute of African OrnithologyDST‐NRF Centre of ExcellenceUniversity of Cape Town Rondebosch South Africa

3. Integrated Research CenterThe Field Museum of Natural History Chicago Illinois

4. Tanzania Wildlife Research Institute Arusha Tanzania

5. Institute of Biodiversity, Animal Health and Comparative MedicineUniversity of Glasgow Glasgow UK

Funder

Horizon 2020 Framework Programme

James S. McDonnell Foundation

Publisher

Wiley

Subject

Ecological Modelling,Ecology, Evolution, Behavior and Systematics

Reference61 articles.

1. Abadi M. Barham P. Chen J. Chen Z. Davis A. Dean J. …Isard M.(2016).Tensorflow: A system for large‐scale machine learning in: OSDI pp.265–283.

2. Computer‐aided procedure for counting waterfowl on aerial photographs;Bajzak D.;Wildlife Society Bulletin,1990

3. trackdem : Automated particle tracking to obtain population counts and size distributions from videos in r

4. K. Campbell M. Borner Population trends and distribution of Serengeti herbivores: Implications for management 1995 Dynamics management and conservation of an ecosystem Serengeti II 117 145

5. An approach for using off-the-shelf object-based image analysis software to detect and count birds in large volumes of aerial imagery

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