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Australian Mammalogy Australian Mammalogy Society
Journal of the Australian Mammal Society
RESEARCH ARTICLE (Open Access)

Optimising camera trap height and model increases detection and individual identification rates for a small mammal, the numbat (Myrmecobius fasciatus)

Anke Seidlitz https://orcid.org/0000-0003-1857-4777 A D , Kate A. Bryant https://orcid.org/0000-0002-5264-5260 A , Nicola J. Armstrong https://orcid.org/0000-0002-4477-293X B , Michael Calver https://orcid.org/0000-0001-9082-2902 A and Adrian F. Wayne https://orcid.org/0000-0002-3102-4617 C
+ Author Affiliations
- Author Affiliations

A Environmental and Conservation Sciences, Murdoch University, Murdoch, WA 6150, Australia.

B Mathematics and Statistics, Murdoch University, Murdoch, WA 6150, Australia.

C Department of Biodiversity, Conservation and Attractions, Locked Bag 2, Manjimup, WA 6258, Australia.

D Corresponding author. Email: anke.seidlitz@gmx.net

Australian Mammalogy 43(2) 226-234 https://doi.org/10.1071/AM20020
Submitted: 14 February 2020  Accepted: 17 June 2020   Published: 13 July 2020

Journal Compilation © Australian Mammal Society 2021 Open Access CC BY-NC-ND

Abstract

Camera traps are widely used to collect data for wildlife management, but species-specific testing is crucial. We conducted three trials to optimise camera traps for detecting numbats (Myrmecobius fasciatus), a 500–700-g mammal. We compared detection rates from (1) Reconyx PC900 camera traps installed at heights ranging from 10–45 cm, and (2) Reconyx PC900, Swift 3C standard and wide-angle camera traps with differing detection zone widths. Finally, we compared elevated, downward-angled time-lapse cameras installed at heights ranging from 1–2 m to obtain dorsal images for individual numbat identification. Camera traps set at 25 cm had the highest detection rates but missed 40% of known events. During model comparison, Swift 3C wide-angle camera traps recorded 89%, Swift 3C standard 51%, and Reconyx PC900 37% of known events. The number of suitable images from elevated, downward-angled cameras, depicting dorsal fur patterns, increased with increasing camera height. The use of well regarded camera trap brands and generic recommendations for set-up techniques cannot replace rigorous, species-specific testing. For numbat detection, we recommend the Swift 3C wide-angle model installed at 25-cm height. For individual numbat identification, elevated, downward-angled time-lapse cameras were useful; however, more research is needed to optimise this technique.

Additional keywords: comparative camera trap study, Reconyx PC900, Swift 3C, wide angle, wildlife detection.


References

Akaike, H. (1974). A new look at the statistical model identification. IEEE Transactions on Automatic Control 19, 716–723.
A new look at the statistical model identification.Crossref | GoogleScholarGoogle Scholar |

Apps, P., and McNutt, J. W. (2018a). Are camera traps fit for purpose? A rigorous, reproducible and realistic test of camera trap performance. African Journal of Ecology 56, 710–720.
Are camera traps fit for purpose? A rigorous, reproducible and realistic test of camera trap performance.Crossref | GoogleScholarGoogle Scholar |

Apps, P. J., and McNutt, J. W. (2018b). How camera traps work and how to work them. African Journal of Ecology 56, 702–709.
How camera traps work and how to work them.Crossref | GoogleScholarGoogle Scholar |

Burnham, K. P., and Anderson, D. R. (2002). ‘Model Selection and Multimodel Inference: A Practical Information-Theoretic Approach.’ 2nd edn. (Springer: New York.)

Burrows, N. D., and Christensen, P. E. S. (2002). Long-term trends in native mammal capture rates in a jarrah forest in south-western Australia. Australian Forestry 65, 211–219.
Long-term trends in native mammal capture rates in a jarrah forest in south-western Australia.Crossref | GoogleScholarGoogle Scholar |

Burton, A. C., Neilson, E., Moreira, D., Ladle, A., Steenweg, R., Fisher, J. T., Bayne, E., and Boutin, S. (2015). Wildlife camera trapping: a review and recommendations for linking surveys to ecological processes. Journal of Applied Ecology 52, 675–685.
Wildlife camera trapping: a review and recommendations for linking surveys to ecological processes.Crossref | GoogleScholarGoogle Scholar |

Calaby, J. H. (1960). Observations on the banded ant-eater Myrmecobius f. fasciatus Waterhouse (Marsupialia), with particular reference to its food habits. Proceedings of the Zoological Society of London 135, 183–207.
Observations on the banded ant-eater Myrmecobius f. fasciatus Waterhouse (Marsupialia), with particular reference to its food habits.Crossref | GoogleScholarGoogle Scholar |

Christensen, P., Maisey, K., and Perry, D. (1984). Radiotracking the numbat, Myrmecobius fasciatus, in the Perup Forest of Western Australia. Wildlife Research 11, 275–288.
Radiotracking the numbat, Myrmecobius fasciatus, in the Perup Forest of Western Australia.Crossref | GoogleScholarGoogle Scholar |

Cooper, C. E. (2011). Myrmecobius fasciatus (Dasyuromorphia: Myrmecobiidae). Mammalian Species 43, 129–140.
Myrmecobius fasciatus (Dasyuromorphia: Myrmecobiidae).Crossref | GoogleScholarGoogle Scholar |

De Bondi, N., White, J. G., Stevens, M., and Cooke, R. (2010). A comparison of the effectiveness of camera trapping and live trapping for sampling terrestrial small-mammal communities. Wildlife Research 37, 456–465.
A comparison of the effectiveness of camera trapping and live trapping for sampling terrestrial small-mammal communities.Crossref | GoogleScholarGoogle Scholar |

Department of Parks and Wildlife (2017). Numbat (Myrmecobius fasciatus) Recovery Plan. Prepared by J. A. Friend and M. J. Page. Wildlife Management Program No. 60, Department of Parks and Wildlife, Perth.

Dixon, V., Glover, H. K., Winnell, J., Treloar, S. M., Whisson, D. A., and Weston, M. A. (2009). Evaluation of three remote camera systems for detecting mammals and birds. Ecological Management & Restoration 10, 156–158.
Evaluation of three remote camera systems for detecting mammals and birds.Crossref | GoogleScholarGoogle Scholar |

Fancourt, B. A., Sweaney, M., and Fletcher, D. B. (2018). More haste, less speed: pilot study suggests camera trap detection zone could be more important than trigger speed to maximise species detections. Australian Mammalogy 40, 118–121.
More haste, less speed: pilot study suggests camera trap detection zone could be more important than trigger speed to maximise species detections.Crossref | GoogleScholarGoogle Scholar |

FastStone Soft (2019). FastStone Image Viewer for Windows. Available at: www.faststone.org [accessed 20 February 2019].

Friend, J. A. (1990). The numbat Myrmecobius fasciatus (Myrmecobiidae): history of decline and potential for recovery. Proceedings of the Ecological Society of Australia 16, 369–377.

Friend, T., and Burbidge, A. (2008). Myrmecobius fasciatus. The IUCN Red List of Threatened Species 2016: e.T14222A21949380. Available at: http://dx.doi.org/10.2305/IUCN.UK.2016-2.RLTS.T14222A21949380.en [accessed 15 October 2019].

Gil-Sánchez, J. M., Moral, M., Bueno, J., Rodríguez-Siles, J., Lillo, S., Pérez, J., Martín, J. M., Valenzuela, G., Garrote, G., Torralba, B., and Simón-Mata, M. Á. (2011). The use of camera trapping for estimating Iberian lynx (Lynx pardinus) home ranges. European Journal of Wildlife Research 57, 1203–1211.
The use of camera trapping for estimating Iberian lynx (Lynx pardinus) home ranges.Crossref | GoogleScholarGoogle Scholar |

Glen, A. S., Cockburn, S., Nichols, M., Ekanayake, J., and Warburton, B. (2013). Optimising camera traps for monitoring small mammals. PLoS One 8, .
Optimising camera traps for monitoring small mammals.Crossref | GoogleScholarGoogle Scholar | 24039978PubMed |

Glover-Kapfer, P., Soto-Navarro, C. A., and Wearn, O. R. (2019). Camera-trapping version 3.0: current constraints and future priorities for development. Remote Sensing in Ecology and Conservation 5, 209–223.
Camera-trapping version 3.0: current constraints and future priorities for development.Crossref | GoogleScholarGoogle Scholar |

Hohnen, R., Ashby, J., Tuft, K., and McGregor, H. (2013). Individual identification of northern quolls (Dasyurus hallucatus) using remote cameras. Australian Mammalogy 35, 131–135.
Individual identification of northern quolls (Dasyurus hallucatus) using remote cameras.Crossref | GoogleScholarGoogle Scholar |

Jackson, R. M., Roe, J. D., Wangchuk, R., and Hunter, D. O. (2006). Estimating snow leopard population abundance using photography and capture–recapture techniques. Wildlife Society Bulletin 34, 772–781.
Estimating snow leopard population abundance using photography and capture–recapture techniques.Crossref | GoogleScholarGoogle Scholar |

Jacobs, C. E., and Ausband, D. E. (2018). An evaluation of camera trap performance – what are we missing and does deployment height matter? Remote Sensing in Ecology and Conservation 4, 352–360.
An evaluation of camera trap performance – what are we missing and does deployment height matter?Crossref | GoogleScholarGoogle Scholar |

Jumeau, J., Petrod, L., and Handrich, Y. (2017). A comparison of camera trap and permanent recording video camera efficiency in wildlife underpasses. Ecology and Evolution 7, 7399–7407.
A comparison of camera trap and permanent recording video camera efficiency in wildlife underpasses.Crossref | GoogleScholarGoogle Scholar | 28944025PubMed |

Karanth, K. U. (1995). Estimating tiger Panthera tigris populations from camera-trap data using capture–recapture models. Biological Conservation 71, 333–338.
Estimating tiger Panthera tigris populations from camera-trap data using capture–recapture models.Crossref | GoogleScholarGoogle Scholar |

Karanth, K. U. (2002). ‘Monitoring Tigers and Their Prey: A Manual for Wildlife Researchers, Managers and Conservationists in Tropical Asia.’ (Centre for Wildlife Studies: Bangalore, India.)

Kucera, T. E., and Barrett, R. H. (2011). A history of camera trapping. In ‘Camera Traps in Animal Ecology: Methods and Analyses’. (Eds A. F. O’Connell, J. D. Nichols, and K. U. Karanth.) pp. 9–26. (Springer: New York.)

Mawson, P. R., and Lambert, C. (2017). Challenges of operating a multi-species breeding-for-release facility at Perth Zoo, Australia. International Zoo Yearbook 51, 165–174.
Challenges of operating a multi-species breeding-for-release facility at Perth Zoo, Australia.Crossref | GoogleScholarGoogle Scholar |

McCoy, J. C., Ditchkoff, S. S., and Steury, T. D. (2011). Bias associated with baited camera sites for assessing population characteristics of deer. Journal of Wildlife Management 75, 472–477.
Bias associated with baited camera sites for assessing population characteristics of deer.Crossref | GoogleScholarGoogle Scholar |

Meek, P. D., and Vernes, K. (2016). Can camera trapping be used to accurately survey and monitor the Hastings River mouse (Pseudomys oralis)? Australian Mammalogy 38, 44–51.
Can camera trapping be used to accurately survey and monitor the Hastings River mouse (Pseudomys oralis)?Crossref | GoogleScholarGoogle Scholar |

Meek, P. D., Ballard, G., and Fleming, P. (2012). An introduction to camera trapping for wildlife surveys in Australia. PestSmart Toolkit publication, Invasive Animals Cooperative Research Centre, Canberra.

Meek, P. D., Ballard, G., Claridge, A., Kays, R., Moseby, K., O’Brien, T., O’Connell, A., Sanderson, J., Swann, D. E., Tobler, M., and Townsend, S. (2014). Recommended guiding principles for reporting on camera trapping research. Biodiversity and Conservation 23, 2321–2343.
Recommended guiding principles for reporting on camera trapping research.Crossref | GoogleScholarGoogle Scholar |

Meek, P. D., Ballard, G.-A., and Fleming, P. J. S. (2015a). The pitfalls of wildlife camera trapping as a survey tool in Australia. Australian Mammalogy 37, 13–22.
The pitfalls of wildlife camera trapping as a survey tool in Australia.Crossref | GoogleScholarGoogle Scholar |

Meek, P. D., Ballard, G.-A., Vernes, K., and Fleming, P. J. S. (2015b). The history of wildlife camera trapping as a survey tool in Australia. Australian Mammalogy 37, 1–12.
The history of wildlife camera trapping as a survey tool in Australia.Crossref | GoogleScholarGoogle Scholar |

Meek, P. D., Ballard, G. A., and Falzon, G. (2016). The higher you go the less you will know: placing camera traps high to avoid theft will affect detection. Remote Sensing in Ecology and Conservation 2, 204–211.
The higher you go the less you will know: placing camera traps high to avoid theft will affect detection.Crossref | GoogleScholarGoogle Scholar |

Monterroso, P., Alves, P. C., and Ferreras, P. (2011). Evaluation of attractants for non-invasive studies of Iberian carnivore communities. Wildlife Research 38, 446–454.
Evaluation of attractants for non-invasive studies of Iberian carnivore communities.Crossref | GoogleScholarGoogle Scholar |

Newey, S., Davidson, P., Nazir, S., Fairhurst, G., Verdicchio, F., Irvine, R. J., and van der Wal, R. (2015). Limitations of recreational camera traps for wildlife management and conservation research: a practitioner’s perspective. Ambio 44, 624–635.
Limitations of recreational camera traps for wildlife management and conservation research: a practitioner’s perspective.Crossref | GoogleScholarGoogle Scholar | 26508349PubMed |

Nichols, M., Glen, A. S., Garvey, P., and Ross, J. (2017). A comparison of horizontal versus vertical camera placement to detect feral cats and mustelids. New Zealand Journal of Ecology 41, 145–150.
A comparison of horizontal versus vertical camera placement to detect feral cats and mustelids.Crossref | GoogleScholarGoogle Scholar |

R Core Team (2018). R: a language and environment for statistical computing. Available at: http://www.r-project.org [accessed 20 December 2019].

Rovero, F., Zimmermann, F., Berzi, D., and Meek, P. (2013). “Which camera trap type and how many do I need?” A review of camera features and study designs for a range of wildlife research applications. Hystrix, the Italian Journal of Mammalogy 24, 148–156.
“Which camera trap type and how many do I need?” A review of camera features and study designs for a range of wildlife research applications.Crossref | GoogleScholarGoogle Scholar |

Rowcliffe, J. M., and Carbone, C. (2008). Surveys using camera traps: are we looking to a brighter future? Animal Conservation 11, 185–186.
Surveys using camera traps: are we looking to a brighter future?Crossref | GoogleScholarGoogle Scholar |

Rowland, J., Hoskin, C. J., and Burnett, S. (2020). Camera traps are an effective method for identifying individuals and determining the sex of spotted-tailed quolls (Dasyurus maculatus gracilis). Australian Mammalogy , .
Camera traps are an effective method for identifying individuals and determining the sex of spotted-tailed quolls (Dasyurus maculatus gracilis).Crossref | GoogleScholarGoogle Scholar |

Royle, J. A., Chandler, R. B., Sollmann, R., and Gardner, B. (2014). ‘Spatial Capture–Recapture.’ (Elsevier Academic Press: Oxford.)

Smith, J. K., and Coulson, G. (2012). A comparison of vertical and horizontal camera trap orientations for detection of potoroos and bandicoots. Australian Mammalogy 34, 196–201.
A comparison of vertical and horizontal camera trap orientations for detection of potoroos and bandicoots.Crossref | GoogleScholarGoogle Scholar |

Stewart, F. E. C., Volpe, J. P., and Fisher, J. T. (2019). The debate about bait: a red herring in wildlife research. Journal of Wildlife Management 83, 985–992.
The debate about bait: a red herring in wildlife research.Crossref | GoogleScholarGoogle Scholar |

Swann, D. E., Hass, C. C., Dalton, D. C., and Wolf, S. A. (2004). Infrared-triggered cameras for detecting wildlife: an evaluation and review. Wildlife Society Bulletin 32, 357–365.
Infrared-triggered cameras for detecting wildlife: an evaluation and review.Crossref | GoogleScholarGoogle Scholar |

Taylor, B. D., Goldingay, R. L., and Lindsay, J. M. (2014). Horizontal or vertical? Camera trap orientations and recording modes for detecting potoroos, bandicoots and pademelons. Australian Mammalogy 36, 60–66.
Horizontal or vertical? Camera trap orientations and recording modes for detecting potoroos, bandicoots and pademelons.Crossref | GoogleScholarGoogle Scholar |

Theimer, T. C., Ray, D. T., and Bergman, D. L. (2017). Camera angle and photographic identification of individual striped skunks. Wildlife Society Bulletin 41, 146–150.
Camera angle and photographic identification of individual striped skunks.Crossref | GoogleScholarGoogle Scholar |

Tichon, J., Rotem, G., and Ward, P. (2017). Estimating abundance of striped hyenas (Hyaena hyaena) in the Negev Desert of Israel using camera traps and closed capture–recapture models. European Journal of Wildlife Research 63, 5.
Estimating abundance of striped hyenas (Hyaena hyaena) in the Negev Desert of Israel using camera traps and closed capture–recapture models.Crossref | GoogleScholarGoogle Scholar |

Tukey, J. W. (1949). Comparing individual means in the analysis of variance. Biometrics 5, 99–114.
Comparing individual means in the analysis of variance.Crossref | GoogleScholarGoogle Scholar | 18151955PubMed |

Urbanek, R. E., Ferreira, H. J., Olfenbuttel, C., Dukes, C. G., and Albers, G. (2019). See what you’ve been missing: an assessment of Reconyx® PC900 Hyperfire cameras. Wildlife Society Bulletin 43, 630–638.
See what you’ve been missing: an assessment of Reconyx® PC900 Hyperfire cameras.Crossref | GoogleScholarGoogle Scholar |

Wayne, A. (2018). Insights from multi-species mammal monitoring programs in the Upper Warren, Western Australia. In ‘Monitoring Threatened Species and Ecological Communities’. (Eds S. Legge, D. B. Lindenmayer, N. M. Robinson, B. C. Scheele, D. M. Southwell, and B. A. Wintle.) pp. 179–192. (CSIRO Publishing: Melbourne.)

Wearn, O. R., and Glover-Kapfer, P. (2017). Camera-trapping for conservation: a guide to best-practices. WWF Conservation Technology, Series 1, Woking, UK.

Welbourne, D. J., Claridge, A. W., Paull, D. J., and Lambert, A. (2016). How do passive infrared triggered camera traps operate and why does it matter? Breaking down common misconceptions. Remote Sensing in Ecology and Conservation 2, 77–83.
How do passive infrared triggered camera traps operate and why does it matter? Breaking down common misconceptions.Crossref | GoogleScholarGoogle Scholar |

Wellington, K., Bottom, C., Merrill, C., and Litvaitis, J. A. (2014). Identifying performance differences among trail cameras used to monitor forest mammals. Wildlife Society Bulletin 38, 634–638.
Identifying performance differences among trail cameras used to monitor forest mammals.Crossref | GoogleScholarGoogle Scholar |