PLoS ONE · 2021 · 20 citations · 54 references
Life SciencesMarine BiologyMarine SciencesCoral Reef EcologyFish BiologyMarine EcologyAutonomous Underwater Vehicle InstrumentationFishery Data CollectionMarine InstrumentationReef Fish EcologyStereo VisionUnderwater PerceptionFish Distribution PatternsMarine Data Acquisition SystemsMarine Fish DistributionReef Fish Size StructureStereo Camera ModelUnderwater Camera SystemsUnderwater Depth EstimationUnderwater Imaging Systems
We tested the efficacy of a stereo camera (SC) system adapted for use with a remotely operated vehicle (ROV) to estimate fish length distributions at reef sites in the northern Gulf of Mexico. A pool experiment was conducted to test the effect of distance (1, 2, 3 or 5 m), angle of incidence (AOI; 0° to 40° at 5° increments), and SC baseline distance (BD; BD1 = 406, BD2 = 610, and BD3 = 762 mm camera separation) on the accuracy and precision of fish model length (288, 552, or 890 mm fork length) estimates compared to a red laser scaler (RLS). A field experiment was then conducted at 20 reef sites with SCs positioned at BD1 to compare fish length distribution estimates between the SC and RLS systems under in situ conditions. In the pool experiment, mean percent errors were consistently within the a priori selected threshold of ±5% at AOIs ≤10° at all distances with all four systems. However, SCs produced accurate estimates at AOIs up to 30° at all distances tested; 2-3 m was optimal. During reef site surveys, SCs collected 10.4 times as many length estimates from 4.3 times as many species compared to the RLS. Study results demonstrate that, compared to laser scalers, ROV-based SC systems can substantially increase the number of available fish length estimates by producing accurate length estimates at a wider range of target orientations while also enabling measurements from a greater portion of the cameras' field of view.
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R: A Language and Environment for Statistical Computing
R Core Team · 2000 · 353K citations · Full text
Natural Sciences, Computer Science, Statistical Computing +10
Mangroves enhance the biomass of coral reef fish communities in the Caribbean
Peter J. Mumby, Alasdair J. Edwards, Jesús Ernesto Arias‐González et al. · Nature · 2004 · 1.1K citations