Deep blueprint: A literature review and guide to automated image classification for ecologists
A practical, literature‐grounded review that gives ecologists a clear, modular workflow for deep learning image classification. With code, GUIs and a novel deep sea case study (automated deep sea biotope classification) it lowers technical barriers and provides a usable blueprint for accelerating, standardising, and scaling ecological image analysis ...
Chloe A. Game +2 more
wiley +1 more source
Long-term visual localization in dynamic benthic environments: the SEALOC dataset, footprint-based ground truth, and visual place recognition benchmark. [PDF]
Larsen MK, Pizarro O.
europepmc +1 more source
Cautionary Tales for Science‐Based Policy in Deep‐Sea Mining Governance
ABSTRACT This article examines how low‐certainty scientific claims permeate high‐stakes policy debates before rigorous validation. Using deep‐sea mining governance as a focal domain, the study traces high‐visibility narratives, including the “dark oxygen” hypothesis, radioactive risks of polymetallic nodules, projected impacts of sediment plume ...
Lucía Villar‐Muñoz
wiley +1 more source
The Global Deep Sea Exploration Goals: A representative approach to visually observing the deep seafloor. [PDF]
Johannes KN +3 more
europepmc +1 more source
Changes in the physical properties of calcareous ooze between intact weak layers and glide planes within the same stratigraphy provide new constraints on the deformation processes and mechanical factors that control the mobility and erosive behaviour of submarine carbonate landslides.
Yan Li +4 more
wiley +1 more source
Sediment-modulated seafloor residence time controls efficient organic carbon burial in subduction zones. [PDF]
Chu M +9 more
europepmc +1 more source
ABSTRACT Aim Offshore wind energy development off the East Coast of the United States is in the nascent but growing stage with consequences for wildlife. Marine mammals are particularly sensitive to pile driving activity, and therefore, it is critical to provide guidance about where and when impacts are most likely to be minimized.
Douglas B. Sigourney +4 more
wiley +1 more source
A Global Dataset of Bathymetric Features Identified with Prominence and Isobaths Analysis. [PDF]
Souche A, Hartz EH, Schmid DW.
europepmc +1 more source
ABSTRACT Bacterial symbiosis is well‐documented in chemosynthesis‐based ecosystems, but associations with microeukaryotes remain overlooked. In this study, using scanning electron microscopy and 18S rDNA barcoding, we investigate the presence, diversity, and biogeographic patterns of ciliate epibionts associated with two deep‐sea caridean families ...
Lison Hey +5 more
wiley +1 more source
Near-inertial internal waves funneled into Taylor caps shape seamount tops, with implications for biodiversity in the deep ocean. [PDF]
Xie X +10 more
europepmc +1 more source

