Remote sensor camera traps provide the first density estimate for the largest natural population of the numbat (Myrmecobius fasciatus)
Sian Thorn A * , Marika Maxwell B , Colin Ward B and Adrian Wayne A BA UWA School of Biological Sciences, The University of Western Australia, 35 Stirling Highway, Crawley, WA 6009, Australia.
B Department of Biodiversity, Conservation and Attractions, Locked Bag 2, Manjimup, WA 6258, Australia.
Wildlife Research 49(6) 529-539 https://doi.org/10.1071/WR21115
Submitted: 28 July 2021 Accepted: 14 January 2022 Published: 14 April 2022
© 2022 The Author(s) (or their employer(s)). Published by CSIRO Publishing. This is an open access article distributed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License (CC BY-NC-ND)
Abstract
Context: Accurate estimates of population size is fundamentally important for effective conservation management of threatened species. Remote sensor camera traps often capture cryptic species that are difficult to sight or capture. When animals are individually identifiable, camera traps can be used in conjunction with mark–recapture methods to provide a robust estimate of density. This has been effective for medium and large mammals such as felid and quoll species. Less is known about whether this may be an effective approach for smaller species. The numbat (Myrmecobius fasciatus), a small diurnal marsupial once widespread across southern Australia, is now highly restricted. Low densities and crypsis make them challenging to survey, and current population monitoring methods (driving transects and sign surveys) do not provide accurate density estimates.
Aims: This study aimed to: (1) assess whether numbats can be individually identified using camera trap images; and (2) use spatial and non-spatial capture–recapture methods to investigate whether camera trapping is a viable population monitoring tool for numbats in the largest extant population.
Methods: We conducted spatial and non-spatial population modelling using images captured incidentally during a large camera-trapping project.
Key results: We found numbats could be individually identified by stripe patterns from camera images that, in conjunction with capture–recapture modelling, could provide a density estimate. From 6950 trap nights there were 116 numbat detections on 57 of 250 cameras. Of these, 61 detections were used to identify 29 individuals and provide a density estimate of 0.017 ha−1 ± 0.004 (CV = 0.26). This density applied across the estimated extent of distribution suggests a substantially larger numbat population in the Upper Warren, Western Australia (~1900 adults) than previously assumed.
Conclusions: Camera trapping is a potential method for monitoring the population density of small uniquely marked species, such as the numbat, and for monitoring population trends in response to conservation efforts such as introduced predator control and translocations, as well as management actions such as prescribed burning and timber harvesting.
Implications: This study contributes to the understanding of situations where camera traps can be utilised to survey small, cryptic species. To provide a more reliable density estimate, and to develop an optimal sampling layout for numbats, further studies would be required.
Keywords: conservation, endangered species, mammal, population density, spatially explicit capture–recapture (SECR), Western Australia.
References
Austin, C, Tuft, K, Ramp, D, Cremona, T, and Webb, JK (2017). Bait preference for remote camera trap studies of the endangered northern quoll (Dasyurus hallucatus). Australian Mammalogy 39, 72–77.| Bait preference for remote camera trap studies of the endangered northern quoll (Dasyurus hallucatus).Crossref | GoogleScholarGoogle Scholar |
Bester, AJ, and Rusten, K (2009). Trial translocation of the numbat (Myrmecobius fasciatus) into arid Australia. Australian Mammalogy 31, 9–16.
| Trial translocation of the numbat (Myrmecobius fasciatus) into arid Australia.Crossref | GoogleScholarGoogle Scholar |
Borchers, DL, and Efford, MG (2008). Spatially explicit maximum likelihood methods for capture–recapture studies. Biometrics 64, 377–385.
| Spatially explicit maximum likelihood methods for capture–recapture studies.Crossref | GoogleScholarGoogle Scholar | 17970815PubMed |
Calaby, JH (1960). Observations on the banded anteater 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 anteater 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, CE (2011). Myrmecobius fasciatus (Dasyuromorphia: Myrmecobiidae). Mammalian Species 43, 129–140.
| Myrmecobius fasciatus (Dasyuromorphia: Myrmecobiidae).Crossref | GoogleScholarGoogle Scholar |
Department of Environment and Conservation (2012) Perup management plan 2012. Department of Environment and Conservation, Perth, WA, Australia.
Department of Parks and Wildlife (2017). Numbat (Myrmecobius fasciatus) recovery plan. Department of Parks and Wildlife, Perth, WA, Australia
Efford MG (2017) Habitat masks in the package secr. Available at https://www.otago.ac.nz/density/pdfs/secr-habitatmasks.pdf
Efford MG (2018) Multi-session models in secr 3.1. Available at https://www.otago.ac.nz/density/pdfs/secr-multisession.pdf
Efford MG (2019a) Data input for secr. Available at https://www.otago.ac.nz/density/pdfs/secr-datainput.pdf
Efford MG (2019b) secr 3.2-spatially explicit capture–recapture in R. Available at https://www.otago.ac.nz/density/pdfs/secr-overview.pdf
Efford MG (2019c) secr: spatially explicit capture–recapture models. R package version 3.2.1. Available at https://CRAN.R-project.org/package=secr
Efford MG (2021) openCR: open population capture–recapture models. R package version 2.0.2. Available at https://CRAN.R-project.org/package=openCR/
Efford, MG, and Fewster, RM (2013). Estimating population size by spatially explicit capture–recapture. Oikos 122, 918–928.
| Estimating population size by spatially explicit capture–recapture.Crossref | GoogleScholarGoogle Scholar |
Efford MG, Borchers DL, Byrom AE (2009) Density estimation by spatially explicit capture–recapture: likelihood-based methods. In ‘Modeling Demographic Processes in Marked Populations. Environmental and Ecological Statistics’, Vol 3. (Eds DL Thomson, EG Cooch, MJ Conroy) pp. 255–269. (Springer: Boston, MA, USA)
Foster, RJ, and Harmsen, BJ (2012). A critique of density estimation from camera-trap data. The Journal of Wildlife Management 76, 224–236.
| A critique of density estimation from camera-trap data.Crossref | GoogleScholarGoogle Scholar |
Friend, J (1990). The numbat Myrmecobius fasciatus (Myrmecobiidae): history of decline and potential for recovery. Proceedings of the Ecological Society of Australia 16, 369–377.
Friend J, Thomas N (1994) Reintroduction and the numbat recovery programme. In ‘Reintroduction Biology of Australian and New Zealand Fauna’. (Ed. M Serena) pp. 189–198. (Surrey Beatty & Sons: Sydney, NSW, Australia)
Fumagalli, L, Moritz, C, Taberlet, P, and Friend, JA (1999). Mitochondrial DNA sequence variation within the remnant populations of the endangered numbat (Marsupialia: Myrmecobiidae: Myrmecobius fasciatus). Molecular Ecology 8, 1545–1549.
| Mitochondrial DNA sequence variation within the remnant populations of the endangered numbat (Marsupialia: Myrmecobiidae: Myrmecobius fasciatus).Crossref | GoogleScholarGoogle Scholar | 10564462PubMed |
Glen, AS, Cockburn, S, Nichols, M, Ekanayake, J, and Warburton, B (2013). Optimising camera traps for monitoring small mammals. PLoS One 8, e67940.
| Optimising camera traps for monitoring small mammals.Crossref | GoogleScholarGoogle Scholar | 23840790PubMed |
Green, AM, Chynoweth, MW, and Şekercioğlu, ÇH (2020). Spatially explicit capture–recapture through camera trapping: a review of benchmark analyses for wildlife density estimation. Frontiers in Ecology and Evolution 8, .
| Spatially explicit capture–recapture through camera trapping: a review of benchmark analyses for wildlife density estimation.Crossref | GoogleScholarGoogle Scholar |
Greene, DU, and McCleery, RA (2016). Reevaluating fox squirrel (Sciurus niger) population declines in the southeastern United States. Journal of Mammalogy 98, gyw186.
| Reevaluating fox squirrel (Sciurus niger) population declines in the southeastern United States.Crossref | GoogleScholarGoogle Scholar |
Hayward, MW, Poh, ASL, Cathcart, J, Churcher, C, Bentley, J, Herman, K, Kemp, L, Riessen, N, Scully, P, Diong, CH, Legge, S, Carter, A, Gibb, H, and Friend, JA (2015). Numbat nirvana: conservation ecology of the endangered numbat (Myrmecobius fasciatus) (Marsupialia: Myrmecobiidae) reintroduced to Scotia and Yookamurra Sanctuaries, Australia. Australian Journal of Zoology 63, 258–269.
| Numbat nirvana: conservation ecology of the endangered numbat (Myrmecobius fasciatus) (Marsupialia: Myrmecobiidae) reintroduced to Scotia and Yookamurra Sanctuaries, Australia.Crossref | GoogleScholarGoogle Scholar |
Karanth, KU, Chundawat, RS, Nichols, JD, and Kumar, NS (2004). Estimation of tiger densities in the tropical dry forests of Panna, Central India, using photographic capture–recapture sampling. Animal Conservation 7, 285–290.
| Estimation of tiger densities in the tropical dry forests of Panna, Central India, using photographic capture–recapture sampling.Crossref | GoogleScholarGoogle Scholar |
Kristensen, TV, and Kovach, AI (2018). Spatially explicit abundance estimation of a rare habitat specialist: implications for SECR study design. Ecosphere (Washington, D.C) 9, e02217.
| Spatially explicit abundance estimation of a rare habitat specialist: implications for SECR study design.Crossref | GoogleScholarGoogle Scholar |
Murphy, SM, Wilckens, DT, Augustine, BC, Peyton, MA, and Harper, GC (2019). Improving estimation of puma (Puma concolor) population density: clustered camera-trapping, telemetry data, and generalized spatial mark-resight models. Scientific Reports 9, 4590.
| Improving estimation of puma (Puma concolor) population density: clustered camera-trapping, telemetry data, and generalized spatial mark-resight models.Crossref | GoogleScholarGoogle Scholar | 30872785PubMed |
Palmer, N, Smith, MJ, Ruykys, L, Jackson, C, Volck, G, Riessen, N, Thomasz, A, Moir, C, and Palmer, B (2020). Wild-born versus captive-bred: a comparison of survival and refuge selection by translocated numbats (Myrmecobius fasciatus). Wildlife Research 47, 217–223.
| Wild-born versus captive-bred: a comparison of survival and refuge selection by translocated numbats (Myrmecobius fasciatus).Crossref | GoogleScholarGoogle Scholar |
Parmenter, RR, Yates, TL, Anderson, DR, Burnham, KP, Dunnum, JL, Franklin, AB, Friggens, MT, Lubow, BC, Miller, M, and Olson, GS (2003). Small‐mammal density estimation: a field comparison of grid‐based vs. web‐based density estimators. Ecological Monographs 73, 1–26.
| Small‐mammal density estimation: a field comparison of grid‐based vs. web‐based density estimators.Crossref | GoogleScholarGoogle Scholar |
Radford, JQ, Woinarski, JCZ, Legge, S, Baseler, M, Bentley, J, Burbidge, AA, Bode, M, Copley, P, Dexter, N, Dickman, CR, Gillespie, G, Hill, B, Johnson, CN, Kanowski, J, Latch, P, Letnic, M, Manning, A, Menkhorst, P, Mitchell, N, Morris, K, Moseby, K, Page, M, and Ringma, J (2018). Degrees of population-level susceptibility of Australian terrestrial non-volant mammal species to predation by the introduced red fox (Vulpes vulpes) and feral cat (Felis catus). Wildlife Research 45, 645–657.
| Degrees of population-level susceptibility of Australian terrestrial non-volant mammal species to predation by the introduced red fox (Vulpes vulpes) and feral cat (Felis catus).Crossref | GoogleScholarGoogle Scholar |
Rich, LN, Kelly, MJ, Sollmann, R, Noss, AJ, Maffei, L, Arispe, RL, Paviolo, A, De Angelo, CD, Di blanco, YE, and Di Bitetti, MS (2014). Comparing capture–recapture, mark–resight, and spatial mark–resight models for estimating puma densities via camera traps. Journal of Mammalogy 95, 382–391.
| Comparing capture–recapture, mark–resight, and spatial mark–resight models for estimating puma densities via camera traps.Crossref | GoogleScholarGoogle Scholar |
Rich, LN, Miller, DAW, Muñoz, DJ, Robinson, HS, McNutt, JW, and Kelly, MJ (2019). Sampling design and analytical advances allow for simultaneous density estimation of seven sympatric carnivore species from camera trap data. Biological Conservation 233, 12–20.
| Sampling design and analytical advances allow for simultaneous density estimation of seven sympatric carnivore species from camera trap data.Crossref | GoogleScholarGoogle Scholar |
Seidlitz A (2021) Development and application of survey methods to determine habitat use in relation to forest management and habitat characteristics of the endangered numbat (Myrmecobius fasciatus) in the Upper Warren region, Western Australia. PhD thesis, Murdoch University, Perth, WA, Australia.
Seidlitz, A, Bryant, KA, Armstrong, NJ, Calver, MC, and Wayne, AF (2021). Sign surveys can be more efficient and cost effective than driven transects and camera trapping: a comparison of detection methods for a small elusive mammal, the numbat (Myrmecobius fasciatus). Wildlife Research 48, 491.
| Sign surveys can be more efficient and cost effective than driven transects and camera trapping: a comparison of detection methods for a small elusive mammal, the numbat (Myrmecobius fasciatus).Crossref | GoogleScholarGoogle Scholar |
Silveira, L, Jácomo, ATA, and Diniz-Filho, JAF (2003). Camera trap, line transect census and track surveys: a comparative evaluation. Biological Conservation 114, 351–355.
| Camera trap, line transect census and track surveys: a comparative evaluation.Crossref | GoogleScholarGoogle Scholar |
Sirén, A, Pekins, P, Abdu, P, and Ducey, M (2016). Identification and density estimation of American martens (Martes americana) using a novel camera-trap method. Diversity (Basel) 8, 3.
Sollmann, R, Furtado, MM, Gardner, B, Hofer, H, Jácomo, ATA, Tôrres, NM, and Silveira, L (2011). Improving density estimates for elusive carnivores: accounting for sex-specific detection and movements using spatial capture–recapture models for jaguars in central Brazil. Biological Conservation 144, 1017–1024.
| Improving density estimates for elusive carnivores: accounting for sex-specific detection and movements using spatial capture–recapture models for jaguars in central Brazil.Crossref | GoogleScholarGoogle Scholar |
Sollmann, R, Gardner, B, and Belant, JL (2012). How does spatial study design influence density estimates from spatial capture–recapture models? PLoS One 7, e34575.
| How does spatial study design influence density estimates from spatial capture–recapture models?Crossref | GoogleScholarGoogle Scholar | 22539949PubMed |
Sun, CC, Fuller, AK, and Royle, JA (2014). Trap configuration and spacing influences parameter estimates in spatial capture–recapture models. PLoS One 9, e88025.
| Trap configuration and spacing influences parameter estimates in spatial capture–recapture models.Crossref | GoogleScholarGoogle Scholar | 24505361PubMed |
Threatened Species Scientific Committee (2018) Myrmecobius fasciatus (numbat) conservation advice. Department of the Environment, Canberra, ACT, Australia.
Vieira, EM, Finlayson, GR, and Dickman, CR (2007). Habitat use and density of numbats (Myrmecobius fasciatus) reintroduced in an area of mallee vegetation, New South Wales. Australian Mammalogy 29, 17–24.
| Habitat use and density of numbats (Myrmecobius fasciatus) reintroduced in an area of mallee vegetation, New South Wales.Crossref | GoogleScholarGoogle Scholar |
Wayne, AF, Maxwell, MA, Ward, CG, Wayne, JC, Vellios, CV, and Wilson, IJ (2017). Recoveries and cascading declines of native mammals associated with control of an introduced predator. Journal of Mammalogy 98, 489–501.
| Recoveries and cascading declines of native mammals associated with control of an introduced predator.Crossref | GoogleScholarGoogle Scholar |
Wayne A, Maxwell M, Ward C, Quinn J, Virgo M, Cowan M (2019) Mammals of the southern jarrah forest. Department of Biodiversity, Conservation and Attractions, Manjimup, WA, Australia.
Wilson, KR, and Anderson, DR (1985). Evaluation of two density estimators of small mammal population size. Journal of Mammalogy 66, 13–21.
| Evaluation of two density estimators of small mammal population size.Crossref | GoogleScholarGoogle Scholar |
Woinarski JC, Burbidge AA (2016) Myrmecobius fasciatus. The IUCN red list of threatened species 2016: e.T14222A21949380. Available at
| Crossref | [Accessed 20 April 2021]