Automatic underwater fish species classification with limited data using few-shot learning

Meeting fisheries, ecosystem function, and biodiversity goals in a human-dominated world

(2020) Joshua E. Cinner et al.   SCIENCE

A comparison of deep learning and citizen science techniques for counting wildlife in aerial survey images

(2019) Colin J. Torney et al.   Methods in Ecology and Evolution

Identifying animal species in camera trap images using deep learning and citizen science

(2018) Marco Willi et al.   Methods in Ecology and Evolution

Long-term monitoring of coral reef fish assemblages in the Western central pacific

(2017) Adel Heenan et al.   Scientific Data

Patterns, Causes, and Consequences of Anthropocene Defaunation

(2016) Hillary S. Young et al.   Annual Review of Ecology Evolution and Systematics

DeepFish: Accurate underwater live fish recognition with a deep architecture

(2016) Hongwei Qin et al.   NEUROCOMPUTING

What is Big BRUVver up to? Methods and uses of baited underwater video

(2016) Sasha K. Whitmarsh et al.   REVIEWS IN FISH BIOLOGY AND FISHERIES

ImageNet Large Scale Visual Recognition Challenge

(2015) Olga Russakovsky et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Deep learning

(2015) Yann LeCun et al.   NATURE

Defaunation in the Anthropocene

(2014) R. Dirzo et al.   SCIENCE

Integrating abundance and functional traits reveals new global hotspots of fish diversity

(2013) Rick D. Stuart-Smith et al.   NATURE