Automated plankton image analysis using convolutional neural networks

In situ imaging reveals the biomass of giant protists in the global ocean

(2016) Tristan Biard et al.   NATURE

Rotation-invariant convolutional neural networks for galaxy morphology prediction

(2015) Sander Dieleman et al.   MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY

Deep learning

(2015) Yann LeCun et al.   NATURE

A Semi-Automated Image Analysis Procedure for In Situ Plankton Imaging Systems

(2015) Hongsheng Bi et al.   PLoS One

Tara Oceans studies plankton at planetary scale

(2015) P. Bork et al.   SCIENCE

Phytoplankton assemblage structure in and around a massive under-ice bloom in the Chukchi Sea

(2014) Samuel R. Laney et al.   DEEP-SEA RESEARCH PART II-TOPICAL STUDIES IN OCEANOGRAPHY

Environmental drivers of the fine-scale distribution of a gelatinous zooplankton community across a mesoscale front

(2014) JY Luo et al.   MARINE ECOLOGY PROGRESS SERIES

Aggregates and their distributions determined from LOPC observations made using an autonomous profiling float

(2013) Colleen M. Petrik et al.   DEEP-SEA RESEARCH PART I-OCEANOGRAPHIC RESEARCH PAPERS

Relationships between phytoplankton thin layers and the fine-scale vertical distributions of two trophic levels of zooplankton

(2013) Adam T. Greer et al.   JOURNAL OF PLANKTON RESEARCH

Methods of training set construction: Towards improving performance for automated mesozooplankton image classification systems

(2012) Chun-Yi Chang et al.   CONTINENTAL SHELF RESEARCH

Deep Neural Networks for Acoustic Modeling in Speech Recognition: The Shared Views of Four Research Groups

(2012) Geoffrey Hinton et al.   IEEE SIGNAL PROCESSING MAGAZINE

Resolution of fine biological structure including small narcomedusae across a front in the Southern California Bight

(2012) Sam McClatchie et al.   JOURNAL OF GEOPHYSICAL RESEARCH

Mesozooplankton and particulate matter responses to a deep-water frontal system in the southern California Current System

(2012) M. D. Ohman et al.   JOURNAL OF PLANKTON RESEARCH

In situ ichthyoplankton imaging system (ISIIS): system design and preliminary results

(2011) Robert K. Cowen et al.   LIMNOLOGY AND OCEANOGRAPHY-METHODS

Digital zooplankton image analysis using the ZooScan integrated system

(2010) G. Gorsky et al.   JOURNAL OF PLANKTON RESEARCH

The Underwater Vision Profiler 5: An advanced instrument for high spatial resolution studies of particle size spectra and zooplankton

(2010) Marc Picheral et al.   LIMNOLOGY AND OCEANOGRAPHY-METHODS

Larval assemblages of large and medium-sized pelagic species in the Straits of Florida

(2010) David E. Richardson et al.   PROGRESS IN OCEANOGRAPHY

Optimizing the number of classes in automated zooplankton classification

(2008) Jose A. Fernandes et al.   JOURNAL OF PLANKTON RESEARCH