Video Image Enhancement and Machine Learning Pipeline for Underwater Animal Detection and Classification at Cabled Observatories

Cabled ocean observatory data reveal food supply mechanisms to a cold-water coral reef

(2019) Tom Van Engeland et al.   PROGRESS IN OCEANOGRAPHY

New high-tech flexible networks for the monitoring of deep-sea ecosystems

(2019) Jacopo Aguzzi et al.   ENVIRONMENTAL SCIENCE & TECHNOLOGY

A biometric-based model for fish species classification

(2018) Alaa Tharwat et al.   FISHERIES RESEARCH

Beak identification of four dominant octopus species in the East China Sea based on traditional measurements and geometric morphometrics

(2018) Zhou Fang et al.   FISHERIES SCIENCE

Automated estimate of fish abundance through the autonomous imaging device GUARD1

(2018) Simone Marini et al.   MEASUREMENT

Transferring deep knowledge for object recognition in Low-quality underwater videos

(2018) Xin Sun et al.   NEUROCOMPUTING

Annual and seasonal dynamics of deep-sea megafaunal epibenthic communities in Barkley Canyon (British Columbia, Canada): A response to climatology, surface productivity and benthic boundary layer variation

(2018) Pauline Chauvet et al.   PROGRESS IN OCEANOGRAPHY

High-frequency observations from a deep-sea cabled observatory reveal seasonal overwintering of Neocalanus spp. in Barkley Canyon, NE Pacific: Insights into particulate organic carbon flux

(2018) Fabio Cabrera De Leo et al.   PROGRESS IN OCEANOGRAPHY

Comparative Performance Analysis of Support Vector Machine, Random Forest, Logistic Regression and k-Nearest Neighbours in Rainbow Trout (Oncorhynchus Mykiss) Classification Using Image-Based Features

(2018) Mohammadmehdi Saberioon et al.   SENSORS

Faunal activity rhythms influencing early community succession of an implanted whale carcass offshore Sagami Bay, Japan

(2018) J. Aguzzi et al.   Scientific Reports

Deep Learning Methods for Underwater Target Feature Extraction and Recognition

(2018) Gang Hu et al.   Computational Intelligence and Neuroscience

A Deep learning method for accurate and fast identification of coral reef fishes in underwater images

(2018) Sébastien Villon et al.   Ecological Informatics

Tracking Fish Abundance by Underwater Image Recognition

(2018) Simone Marini et al.   Scientific Reports

Underwater Object Recognition Based on Deep Encoding-Decoding Network

(2018) Xinhua Wang et al.   Journal of Ocean University of China

Design and Implementation of an Assistive Real-Time Red Lionfish Detection System for AUV/ROVs

(2018) M-Mahdi Naddaf-Sh et al.   COMPLEXITY

Automatic fish species classification in underwater videos: exploiting pre-trained deep neural network models to compensate for limited labelled data

(2017) Shoaib Ahmed Siddiqui et al.   ICES JOURNAL OF MARINE SCIENCE

An ecosystem-based deep-ocean strategy

(2017) R. Danovaro et al.   SCIENCE

Camera technology for monitoring marine biodiversity and human impact

(2016) Anthony WJ Bicknell et al.   FRONTIERS IN ECOLOGY AND THE ENVIRONMENT

A Feature Learning and Object Recognition Framework for Underwater Fish Images

(2016) Meng-Che Chuang et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

The seasonal use of small-scale space by benthic species in a transiently hypoxic area

(2016) Carolina Doya et al.   JOURNAL OF MARINE SYSTEMS

Fish species classification in unconstrained underwater environments based on deep learning

(2016) Ahmad Salman et al.   LIMNOLOGY AND OCEANOGRAPHY-METHODS

DeepFish: Accurate underwater live fish recognition with a deep architecture

(2016) Hongwei Qin et al.   NEUROCOMPUTING

Fine-grained object recognition in underwater visual data

(2015) C. Spampinato et al.   MULTIMEDIA TOOLS AND APPLICATIONS

Deep learning

(2015) Yann LeCun et al.   NATURE

Coastal observatories for monitoring of fish behaviour and their responses to environmental changes

(2015) J. Aguzzi et al.   REVIEWS IN FISH BIOLOGY AND FISHERIES

Transfer Learning for Visual Categorization: A Survey

(2015) Ling Shao et al.   IEEE Transactions on Neural Networks and Learning Systems

Underwater video techniques for observing coastal marine biodiversity: A review of sixty years of publications (1952–2012)

(2014) Delphine Mallet et al.   FISHERIES RESEARCH

The LoVe Ocean Observatory is in Operation

(2014) Olav Rune Godø et al.   MARINE TECHNOLOGY SOCIETY JOURNAL

Rhythms and Community Dynamics of a Hydrothermal Tubeworm Assemblage at Main Endeavour Field – A Multidisciplinary Deep-Sea Observatory Approach

(2014) Daphne Cuvelier et al.   PLoS One

Underwater image dehazing using joint trilateral filter

(2013) Seiichi Serikawa et al.   COMPUTERS & ELECTRICAL ENGINEERING

A year in Barkley Canyon: A time-series observatory study of mid-slope benthos and habitat dynamics using the NEPTUNE Canada network

(2013) S. Kim Juniper et al.   DEEP-SEA RESEARCH PART II-TOPICAL STUDIES IN OCEANOGRAPHY

High-frequency study of epibenthic megafaunal community dynamics in Barkley Canyon: A multi-disciplinary approach using the NEPTUNE Canada network

(2013) Marjolaine Matabos et al.   JOURNAL OF MARINE SYSTEMS

Semi-Automated Image Analysis for the Assessment of Megafaunal Densities at the Arctic Deep-Sea Observatory HAUSGARTEN

(2012) Timm Schoening et al.   PLoS One

The New Seafloor Observatory (OBSEA) for Remote and Long-Term Coastal Ecosystem Monitoring

(2011) Jacopo Aguzzi et al.   SENSORS

Giant sandwaves in the Hola glacial trough off Vesterålen, North Norway

(2009) Reidulv Bøe et al.   MARINE GEOLOGY

A Novel Morphometry-Based Protocol of Automated Video-Image Analysis for Species Recognition and Activity Rhythms Monitoring in Deep-Sea Fauna

(2009) Jacopo Aguzzi et al.   SENSORS