The LOKI underwater imaging system and an automatic identification model for the detection of zooplankton taxa in the Arctic Ocean

MS Schmid, C Aubry, J Grigor, L Fortier - Methods in Oceanography, 2016 - Elsevier
Abstract We deployed the Lightframe On-sight Keyspecies Investigation (LOKI) system, a
novel underwater imaging system providing cutting-edge imaging quality, in the Canadian …

Comparison between automated analysis of zooplankton using ZooImage and traditional methodology

A Gislason, T Silva - Journal of Plankton Research, 2009 - academic.oup.com
The objective of this study was to evaluate the accuracy of the ZooImage image analysis
system for taxonomic classification of zooplankton samples. For this purpose, automated …

Testing the usefulness of optical data for zooplankton long‐term monitoring: Taxonomic composition, abundance, biomass, and size spectra from ZooScan image …

A Cornils, K Thomisch, J Hase… - Limnology and …, 2022 - Wiley Online Library
The pelagic ecosystem of the Arctic Ocean is threatened by severe changes such as the
reduction in sea‐ice coverage and increased inflow of warmer Atlantic water. The latter is …

BIIGLE-Web 2.0 enabled labelling and exploring of images from the Arctic deep-sea observatory HAUSGARTEN

J Ontrup, N Ehnert, M Bergmann… - OCEANS 2009 …, 2009 - ieeexplore.ieee.org
Deep-sea research relies strongly on the use of high-resolution cameras which generate
large quantities of footage. The material can currently, however, often not be used to its full …

Improving semiautomated zooplankton classification using an internal control and different imaging devices

E Bachiller, JA Fernandes… - Limnology and …, 2012 - Wiley Online Library
The rapid development of image‐based methods for counting and classifying zooplankton
has made it possible to analyze large numbers of samples in a semiautomated way …

[PDF][PDF] Introductory Guide to Zooplankton Identification

A Slotwinski, F Coman, AJ Richardson - Integrated Marine Observing …, 2014 - eoas.ubc.ca
Zooplankton are a fascinating, diverse and abundant group of animals living in water bodies
throughout the world. Most zooplankton are microscopic, but others are the largest creatures …

Assessment of ZooImage as a tool for the classification of zooplankton

JL Bell, RR Hopcroft - Journal of Plankton Research, 2008 - academic.oup.com
ZooImage, image analysis software, was evaluated to determine its ability to differentiate
between zooplankton groups in preserved zooplankton samples collected in Prince William …

Imaging of plankton specimens with the lightframe on-sight keyspecies investigation (LOKI) system

J Schulz, K Barz, P Ayon, A Luedtke… - Journal of the …, 2010 - jeos.edpsciences.org
Zooplankton is a key element in aquatic food webs. Rapid mapping of abundance,
combined with information on taxonomic and size composition is necessary to understand …

Automated plankton image analysis using convolutional neural networks

JY Luo, JO Irisson, B Graham… - Limnology and …, 2018 - Wiley Online Library
The rise of in situ plankton imaging systems, particularly high‐volume imagers such as the In
Situ Ichthyoplankton Imaging System, has increased the need for fast processing and …

Imperfect automatic image classification successfully describes plankton distribution patterns

R Faillettaz, M Picheral, JY Luo, C Guigand… - Methods in …, 2016 - Elsevier
Imaging systems were developed to explore the fine scale distributions of plankton (< 10 m),
but they generate huge datasets that are still a challenge to handle rapidly and accurately …