Register      Login
Pacific Conservation Biology Pacific Conservation Biology Society
A journal dedicated to conservation and wildlife management in the Pacific region.
RESEARCH ARTICLE

Countering low visibility in video survey of an estuarine fish assemblage

James A. Donaldson https://orcid.org/0000-0002-9471-8798 A F , Paulo Drews Jr B , Michael Bradley A , David L. Morgan C , Ronald Baker D and Brendan C. Ebner https://orcid.org/0000-0001-8808-4998 A E
+ Author Affiliations
- Author Affiliations

A TropWATER – Centre for Tropical Water and Aquatic Ecosystem Research, James Cook University, Townsville, Qld 4811, Australia.

B NAUTEC – Intelligent Robotics and Automation Group, Universidade Federal do Rio Grande (FURG), Rio Grande, RS, Brazil.

C Freshwater Fish Group and Fish Health Unit, Centre for Sustainable Aquatic Ecosystems, Harry Butler Institute, Murdoch University, Murdoch, WA 6150, Australia.

D Department of Marine Sciences, University of South Alabama, and Dauphin Island Sea Lab, Dauphin island, AL 36528, USA.

E CSIRO Land and Water, Atherton, Qld 4883, Australia.

F Corresponding author. Email: james.donaldson@outlook.com

Pacific Conservation Biology 26(2) 190-200 https://doi.org/10.1071/PC19019
Submitted: 1 May 2019  Accepted: 6 October 2019   Published: 7 November 2019

Abstract

Sampling fish communities in tropical estuaries is inherently challenging due to poor visibility and the potential presence of dangerous fauna. We present two strategies for improving the identification of fishes in a turbid tropical estuary using video. The first was to attract species close to the camera by using two different bait types compared with no bait, and the second involved manipulating footage in the postfilming phase. No significant difference was found in the species richness recorded among camera bait treatments (thawed Australian sardines, canned sardines and unbaited), although baited cameras did detect 13 taxa not observed on the unbaited cameras. Three different image restoration algorithms (histogram equalisation, white balance and contrast-limited adaptive histogram equalisation) were compared in processing 22 instances where fish could not be confidently identified to species or genus level. Of these processed clips, five were able to be identified to species level by a panel of four coauthors. Further, two of the three algorithms yielded higher average confidence values for identification at the order, family, genus and species level than when the unprocessed footage was viewed. Image restoration algorithms can partly compensate for a reduction in image quality resulting from turbidity, addressing a key challenge for video-based sampling in estuaries.

Additional keywords: bait, image restoration, tropics, turbidity.


References

Abrantes, K., and Sheaves, M. (2009). Food web structure in a near-pristine mangrove area of the Australian Wet Tropics. Estuarine, Coastal and Shelf Science 82, 597–607.
Food web structure in a near-pristine mangrove area of the Australian Wet Tropics.Crossref | GoogleScholarGoogle Scholar |

Aguzzi, J., Costa, C., Menesatti, P., García, J. A., Chiesa, J. J., and Sardà, F. (2009). Monochromatic blue light entrains diel activity cycles in the Norway lobster, Nephrops norvegicus (L.) as measured by automated video-image analysis. Scientia Marina 73, 773–783.
Monochromatic blue light entrains diel activity cycles in the Norway lobster, Nephrops norvegicus (L.) as measured by automated video-image analysis.Crossref | GoogleScholarGoogle Scholar |

Baker, R., and Sheaves, M. (2005). Redefining the piscivore assemblage of shallow estuarine nursery habitats. Marine Ecology Progress Series 291, 197–213.
Redefining the piscivore assemblage of shallow estuarine nursery habitats.Crossref | GoogleScholarGoogle Scholar |

Bassett, D. K., and Montgomery, J. C. (2011). Investigating nocturnal fish populations in situ using baited underwater video: with special reference to their olfactory capabilities. Journal of Experimental Marine Biology and Ecology 409, 194–199.
Investigating nocturnal fish populations in situ using baited underwater video: with special reference to their olfactory capabilities.Crossref | GoogleScholarGoogle Scholar |

Becker, A., Cowley, P. D., and Whitfield, A. K. (2010). Use of remote underwater video to record littoral habitat use by fish within a temporarily closed South African estuary. Journal of Experimental Marine Biology and Ecology 391, 161–168.
Use of remote underwater video to record littoral habitat use by fish within a temporarily closed South African estuary.Crossref | GoogleScholarGoogle Scholar |

Becker, A., Whitfield, A. K., Cowley, P. D., Järnegren, J., and Næsje, T. F. (2011). An assessment of the size structure, distribution and behaviour of fish populations within a temporarily closed estuary using dual frequency identification sonar (DIDSON). Journal of Fish Biology 79, 761–775.
An assessment of the size structure, distribution and behaviour of fish populations within a temporarily closed estuary using dual frequency identification sonar (DIDSON).Crossref | GoogleScholarGoogle Scholar | 21884111PubMed |

Becker, A., Coppinger, C., and Whitfield, A. K. (2012). Influence of tides on assemblages and behaviour of fishes associated with shallow seagrass edges and bare sand. Marine Ecology Progress Series 456, 187–199.
Influence of tides on assemblages and behaviour of fishes associated with shallow seagrass edges and bare sand.Crossref | GoogleScholarGoogle Scholar |

Blaber, S. J. M. (1982). The ecology of Sphyraena barracuda (Osteichthyes: Perciformes) in the Kosi system with notes on the Sphyraenidae of other Natal estuaries. African Journal of Ecology 17, 171–176.

Blaber, S. J. M., and Cyrus, D. P. (1983). The biology of Carangidae (Teleostei) in Natal estuaries. Journal of Fish Biology 22, 173–188.
The biology of Carangidae (Teleostei) in Natal estuaries.Crossref | GoogleScholarGoogle Scholar |

Broadhurst, B., Thiem, J., and Ebner, B. (2006). Video monitoring in upland streams. In ‘An Ecological Approach to Re-establishing Australian Freshwater Cod Populations: an Application to Trout Cod in the Murrumbidgee Catchment’. (Eds B. C. Ebner, J. Theim, M. Lintermans, and D. Gilligan.) pp. 95–104. (Parks, Conservation and Lands: Canberra.)

Bureau of Meteorology (2016a). Annual rainfall: Silver Plains Station (28017). Australian Government, Bureau of Meteorology, Canberra. Available at: http://www.bom.gov.au/climate/data/ [last accessed 29 September 2014].

Bureau of Meteorology (2016b). Monthly rainfall: Coen Airport Evap (027006). Australian Government, Bureau of Meteorology, Canberra. Available at: http://www.bom.gov.au/climate/data/ [last accessed 7 September 2016].

Butler, G. L., and Rowland, S. J. (2009). Using underwater cameras to describe the reproductive behaviour of the endangered eastern freshwater cod Maccullochella ikei. Ecology Freshwater Fish 18, 337–349.
Using underwater cameras to describe the reproductive behaviour of the endangered eastern freshwater cod Maccullochella ikei.Crossref | GoogleScholarGoogle Scholar |

Cappo, M., Speare, P., and De’ath, G. (2004). Comparison of baited remote underwater video stations (BRUVS) and prawn (shrimp) trawls for assessments of fish biodiversity in inter-reefal areas of the Great Barrier Reef Marine Park. Journal of Experimental Marine Biology and Ecology 302, 123–152.
Comparison of baited remote underwater video stations (BRUVS) and prawn (shrimp) trawls for assessments of fish biodiversity in inter-reefal areas of the Great Barrier Reef Marine Park.Crossref | GoogleScholarGoogle Scholar |

Carleton, J. H., and Done, T. J. (1995). Quantitative video sampling of coral reef benthos: large scale application. Coral Reefs 14, 35–46.
Quantitative video sampling of coral reef benthos: large scale application.Crossref | GoogleScholarGoogle Scholar |

Carlevaris-Bianco, N., Mohan, A., and Eustice, R. M. (2010). Initial results in underwater single image dehazing. In ‘OCEANS 2010 MTS/IEEE SEATTLE’. pp. 1–8 (IEEE.)10.1109/OCEANS.2010.5664428

Chiang, J., and Chen, Y. (2012). Underwater image enhancement by wavelength compensation and dehazing. IEEE Transactions on Image Processing 21, 1756–1769.
Underwater image enhancement by wavelength compensation and dehazing.Crossref | GoogleScholarGoogle Scholar | 22180510PubMed |

Codevilla, F. M., da Costa Botelho, S. S., Drews, P., Duarte Filho, N., and de Oliveira Gaya, J. F. (2014). Underwater single image restoration using dark channel prior. In ‘2014 Symposium on Automation and Computation for Naval, Offshore and Subsea (NAVCOMP), 11–13 March 2014, Rio Grande, Brazil’. (Eds D. Espíndola, N. D. Filho and S. Botelho.) pp. 18–21. (IEEE.)10.1109/NAVCOMP.2014.7

Cousins, S., Kennard, M. J., and Ebner, B. C. (2017). Depth-related composition and structuring of tropical riverine fish assemblages revealed by baited video. Marine and Freshwater Research 68, 1965–1975.
Depth-related composition and structuring of tropical riverine fish assemblages revealed by baited video.Crossref | GoogleScholarGoogle Scholar |

Cyrus, D. P., and Blaber, S. J. M. (1992). Turbidity and salinity in a tropical northern Australian estuary and their influence on fish distribution. Estuarine, Coastal and Shelf Science 35, 545–563.
Turbidity and salinity in a tropical northern Australian estuary and their influence on fish distribution.Crossref | GoogleScholarGoogle Scholar |

Davis, A. M., Pearson, R. G., Pusey, B. J., Perna, C., Morgan, D. L., and Burrows, D. (2011). Trophic ecology of northern Australia’s terapontids: ontogenetic dietary shifts and feeding classification. Journal of Fish Biology 78, 265–286.
Trophic ecology of northern Australia’s terapontids: ontogenetic dietary shifts and feeding classification.Crossref | GoogleScholarGoogle Scholar | 21235560PubMed |

Dorman, S. R., Harvey, E. S., and Newman, S. J. (2012). Bait effects in sampling coral reef fish assemblages with stereo-BRUVs. PLoS One 7, e41538.
Bait effects in sampling coral reef fish assemblages with stereo-BRUVs.Crossref | GoogleScholarGoogle Scholar | 22848522PubMed |

Drews, P. L. Jr, Nascimento, E., Moraes, F., Botelho, S., and Campos, M. (2013). Transmission estimation in underwater single images. In ‘Proceedings of the 2013 IEEE International Conference on Computer Vision Workshops, 1–8 December 2013, Sydney, Australia’. pp. 825–830. (IEEE.)10.1109/ICCVW.2013.113

Drews, P. Jr, Nascimento, E. R., Campos, M. F., and Elfes, A. (2015). Automatic restoration of underwater monocular sequences of images. In ‘2015 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 28 September–2 October 2015, Hamburg, Germany’. (Ed. W. Burgard.) pp. 1058–1064. (IEEE.)10.1109/IROS.2015.7353501

Ebner, B. C., and Morgan, D. L. (2013). Using remote underwater video to estimate freshwater fish species richness. Journal of Fish Biology 82, 1592–1612.
Using remote underwater video to estimate freshwater fish species richness.Crossref | GoogleScholarGoogle Scholar | 23639156PubMed |

Ebner, B., Clear, R., Godschalx, S., and Beitzel, M. (2009). In-stream behaviour of threatened fishes and their food organisms based on remote video monitoring. Aquatic Ecology 43, 569–576.
In-stream behaviour of threatened fishes and their food organisms based on remote video monitoring.Crossref | GoogleScholarGoogle Scholar |

Ebner, B. C., Starrs, D., Morgan, D. L., Fulton, C. J., Donaldson, J. A., Doody, J. S., Cousins, S., Kennard, M., Butler, G., Tonkin, Z., Beatty, S., Broadhurst, B., Clear, R., Lintermans, M., and Fletcher, C. S. (2014). Emergence of field-based underwater video for understanding the ecology of freshwater fishes and crustaceans in Australia. Journal of the Royal Society of Western Australia 97, 287–296.

Ellender, B. R., Becker, A., Weyl, O. L. F., and Swartz, E. R. (2012). Underwater video analysis as a non-destructive alternative to electrofishing for sampling imperilled headwater stream fishes. Aquatic Conservation 22, 58–65.
Underwater video analysis as a non-destructive alternative to electrofishing for sampling imperilled headwater stream fishes.Crossref | GoogleScholarGoogle Scholar |

Elliott, M., Whitfield, A. K., Potter, I. C., Blaber, S. J., Cyrus, D. P., Nordlie, F. G., and Harrison, T. D. (2007). The guild approach to categorizing estuarine fish assemblages: a global review. Fish and Fisheries 8, 241–268.
The guild approach to categorizing estuarine fish assemblages: a global review.Crossref | GoogleScholarGoogle Scholar |

Fukuda, Y., Saalfeld, K., Lindner, G., and Nichols, T. (2013). Estimation of total length from head length of saltwater crocodiles (Crocodylus porosus) in the Northern Territory, Australia. Journal of Herpetology 47, 34–40.
Estimation of total length from head length of saltwater crocodiles (Crocodylus porosus) in the Northern Territory, Australia.Crossref | GoogleScholarGoogle Scholar |

Fulton, C. J., Starrs, D., Ruibal, M. P., and Ebner, B. C. (2012). Counting crayfish: active searching and baited cameras trump conventional hoop netting in detecting Euastacus armatus. Endangered Species Research 19, 39–45.
Counting crayfish: active searching and baited cameras trump conventional hoop netting in detecting Euastacus armatus.Crossref | GoogleScholarGoogle Scholar |

Gandhi, V. (2002). Studies on the food and feeding habits of cultivable butterfish Scatophagus argus (Cuv. and Val.). Journal of the Marine Biological Association of India 44, 115–121.

Gomelyuk, V. E. (2009). Fish assemblages composition and structure in three shallow habitats in north Australian tropical bay, Garig Gunak Barlu National Park, Northern Territory, Australia. Journal of the Marine Biological Association of the United Kingdom 89, 449–460.
Fish assemblages composition and structure in three shallow habitats in north Australian tropical bay, Garig Gunak Barlu National Park, Northern Territory, Australia.Crossref | GoogleScholarGoogle Scholar |

Gunn, J. S., and Milward, N. E. (1985). The food, feeding habits and feeding structures of the whiting species Sillago sihama (Forsskål) and Sillago analis Whitley from Townsville, North Queensland, Australia. Journal of Fish Biology 26, 411–427.
The food, feeding habits and feeding structures of the whiting species Sillago sihama (Forsskål) and Sillago analis Whitley from Townsville, North Queensland, Australia.Crossref | GoogleScholarGoogle Scholar |

Harasti, D., Malcolm, H., Gallen, C., Coleman, M. A., Jordan, A., and Knott, N. A. (2015). Appropriate set times to represent patterns of rocky reef fishes using baited video. Journal of Experimental Marine Biology and Ecology 463, 173–180.
Appropriate set times to represent patterns of rocky reef fishes using baited video.Crossref | GoogleScholarGoogle Scholar |

Harvey, E. S., Cappo, M., Butler, J. J., Hall, N., and Kendrick, G. A. (2007). Bait attraction affects the performance of remote underwater video stations in assessment of demersal fish community structure. Marine Ecology Progress Series 350, 245–254.
Bait attraction affects the performance of remote underwater video stations in assessment of demersal fish community structure.Crossref | GoogleScholarGoogle Scholar |

He, K., Sun, J., and Tang, X. (2011). Single image haze removal using dark channel prior. IEEE Transactions on Pattern Analysis and Machine Intelligence 33, 2341–2353.
Single image haze removal using dark channel prior.Crossref | GoogleScholarGoogle Scholar | 20820075PubMed |

Hill, B. J. (1976). Natural food, foregut clearance-rate and activity of the crab Scylla serrata. Marine Biology 34, 109–116.
Natural food, foregut clearance-rate and activity of the crab Scylla serrata.Crossref | GoogleScholarGoogle Scholar |

Kamukuru, A. T., and Mgaya, Y. D. (2004). The food and feeding habits of blackspot snapper, Lutjanus fulviflamma (Pisces: Lutjanidae) in shallow waters of Mafia Island, Tanzania. African Journal of Ecology 42, 49–58.
The food and feeding habits of blackspot snapper, Lutjanus fulviflamma (Pisces: Lutjanidae) in shallow waters of Mafia Island, Tanzania.Crossref | GoogleScholarGoogle Scholar |

Langlois, T., Chabanet, P., Pelletier, D., and Harvey, E. S. (2006). Baited underwater video for assessing reef fish populations in marine reserves. Fisheries Newsletter (Noumea) 118, 53–57.

Longhurst, A. R., and Pauly, D. (1987). ‘Ecology of Tropical Oceans.’ (Academic Press: San Diego.)

Mallet, D., and Pelletier, D. (2014). Underwater video techniques for observing coastal marine biodiversity: a review of sixty years of publications (1952–2012). Fisheries Research 154, 44–62.
Underwater video techniques for observing coastal marine biodiversity: a review of sixty years of publications (1952–2012).Crossref | GoogleScholarGoogle Scholar |

Meynecke, J.-O., Poole, G. C., Werry, J., and Lee, S. Y. (2008). Use of PIT tag and underwater video recording in assessing estuarine fish movement in a high intertidal mangrove and salt marsh creek. Estuarine, Coastal and Shelf Science 79, 168–178.
Use of PIT tag and underwater video recording in assessing estuarine fish movement in a high intertidal mangrove and salt marsh creek.Crossref | GoogleScholarGoogle Scholar |

Nanjo, K., Kohno, H., and Sano, M. (2008). Food habits of fishes in the mangrove estuary of Urauchi River, Iriomote Island, southern Japan. Fisheries Science 74, 1024–1033.
Food habits of fishes in the mangrove estuary of Urauchi River, Iriomote Island, southern Japan.Crossref | GoogleScholarGoogle Scholar |

Ninio, R., Delean, S., Osborne, K., and Sweatman, H. (2003). Estimating cover of benthic organisms from underwater video images: variability associated with multiple observers. Marine Ecology Progress Series 265, 107–116.
Estimating cover of benthic organisms from underwater video images: variability associated with multiple observers.Crossref | GoogleScholarGoogle Scholar |

Oksanen, J., Blanchet, F. G., Kindt, R., Legendre, P., Minchin, P. R., O’Hara, R., Simpson, G. L., Solymos, P., Stevens, M. H. H., and Wagner, H. (2013). Package ‘vegan’, Community ecology package, version 2. Available at: https://cran.r-project.org/package=vegan

Priede, I. G., Smith, K. L., and Armstrong, J. D. (1990). Foraging behavior of abyssal grenadier fish: inferences from acoustic tagging and tracking in the North Pacific Ocean. Deep-Sea Research. Part A, Oceanographic Research Papers 37, 81–101.
Foraging behavior of abyssal grenadier fish: inferences from acoustic tagging and tracking in the North Pacific Ocean.Crossref | GoogleScholarGoogle Scholar |

Pusey, B. J., Kennard, M. J., and Arthington, A. H. (2004). ‘Freshwater Fishes of North-eastern Australia.’ (CSIRO Publishing: Melbourne.)

Salini, J. P., Blaber, S. J. M., and Brewer, D. T. (1990). Diets of piscivorous fishes in a tropical Australian estuary, with special reference to predation on penaeid prawns. Marine Biology 105, 363–374.
Diets of piscivorous fishes in a tropical Australian estuary, with special reference to predation on penaeid prawns.Crossref | GoogleScholarGoogle Scholar |

Salman, A., Jalal, A., Shafait, F., Mian, A., Shortis, M., Seager, J., and Harvey, E. (2016). Fish species classification in unconstrained underwater environments based on deep learning. Limnology and Oceanography, Methods 14, 570–585.
Fish species classification in unconstrained underwater environments based on deep learning.Crossref | GoogleScholarGoogle Scholar |

Schmitt, R. J., and Holbrook, S. J. (1999). Settlement and recruitment of three damselfish species: larval delivery and competition for shelter space. Oecologia 118, 76–86.
Settlement and recruitment of three damselfish species: larval delivery and competition for shelter space.Crossref | GoogleScholarGoogle Scholar | 20135163PubMed |

Sheaves, M., and Johnston, R. (2009). Ecological drivers of spatial variability among fish fauna of 21 tropical Australian estuaries. Marine Ecology Progress Series 385, 245–260.
Ecological drivers of spatial variability among fish fauna of 21 tropical Australian estuaries.Crossref | GoogleScholarGoogle Scholar |

Sheaves, M., and Molony, B. (2000). Short-circuit in the mangrove food chain. Marine Ecology Progress Series 199, 97–109.
Short-circuit in the mangrove food chain.Crossref | GoogleScholarGoogle Scholar |

Szeliski, R. (2010). ‘Computer Vision: Algorithms and Applications.’ (Springer: New York.)

Taylor, J. A. (1979). The foods and feeding habits of subadult Crocodylus porosus Schneider in northern Australia. Australian Wildlife Research 6, 347–359.
The foods and feeding habits of subadult Crocodylus porosus Schneider in northern Australia.Crossref | GoogleScholarGoogle Scholar |

Thomson, J. M. (1959). Some aspects of the ecology of Lake Macquarie, N.S.W., with regard to an alleged depletion of fish. IX. The fishes and their food. Marine and Freshwater Research 10, 365–374.
Some aspects of the ecology of Lake Macquarie, N.S.W., with regard to an alleged depletion of fish. IX. The fishes and their food.Crossref | GoogleScholarGoogle Scholar |

Unsworth, R. K. F., Peters, J. R., McCloskey, R. M., and Hinder, S. L. (2014). Optimising stereo baited underwater video for sampling fish and invertebrates in temperate coastal habitats. Estuarine, Coastal and Shelf Science 150, 281–287.
Optimising stereo baited underwater video for sampling fish and invertebrates in temperate coastal habitats.Crossref | GoogleScholarGoogle Scholar |

Waltham, N. J., and Connolly, R. M. (2006). Trophic strategies of garfish, Arrhamphus sclerolepis, in natural coastal wetlands and artificial urban waterways. Marine Biology 148, 1135–1141.
Trophic strategies of garfish, Arrhamphus sclerolepis, in natural coastal wetlands and artificial urban waterways.Crossref | GoogleScholarGoogle Scholar |

Watson, D. L., Harvey, E. S., Anderson, M. J., and Kendrick, G. A. (2005). A comparison of temperate reef fish assemblages recorded by three underwater stereo-video techniques. Marine Biology 148, 415–425.
A comparison of temperate reef fish assemblages recorded by three underwater stereo-video techniques.Crossref | GoogleScholarGoogle Scholar |

Whitfield, A. K., and Blaber, S. J. M. (1978). Scale-eating habits of the marine teleost Terapon jarbua (Forskål). Journal of Fish Biology 12, 61–70.
Scale-eating habits of the marine teleost Terapon jarbua (Forskål).Crossref | GoogleScholarGoogle Scholar |

Willis, T. J., and Babcock, R. C. (2000). A baited underwater video system for the determination of relative density of carnivorous reef fish. Marine and Freshwater Research 51, 755–763.
A baited underwater video system for the determination of relative density of carnivorous reef fish.Crossref | GoogleScholarGoogle Scholar |

Wilson, J., and Sheaves, M. (2001). Short-term temporal variations in taxonomic composition and trophic structure of a tropical estuarine fish assemblage. Marine Biology 139, 787–796.
Short-term temporal variations in taxonomic composition and trophic structure of a tropical estuarine fish assemblage.Crossref | GoogleScholarGoogle Scholar |

Wise, B. S., Potter, I. C., and Wallace, J. H. (1994). Growth, movements and diet of the terapontid Amniataba caudavittata in an Australian estuary. Journal of Fish Biology 45, 917–931.
Growth, movements and diet of the terapontid Amniataba caudavittata in an Australian estuary.Crossref | GoogleScholarGoogle Scholar |

Zuiderveld, K. (1994). Contrast limited adaptive histogram equalization. In ‘Graphics Gems IV’. (Ed. P. S. Heckbert.) pp. 474–485. (Academic Press: Cambridge.)