A CNN based image segmentation tool oriented to marine data analysis
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Updated
Dec 23, 2024 - Python
A CNN based image segmentation tool oriented to marine data analysis
Tools for annotating and developing ML models for benthic imagery
A repo for the paper titled, "Classifying 3D Models of Coral Reefs using Structure-from-Motion and Multiview Semantic Segmentation"; here we provide a walkthrough of the workflow and open-sourced code.
Code repository for the GCRMN benthic cover synthetic dataset
Individual back-calculated size-at-age based on otoliths from Pacific coral reef fish species
Coral reefs benthic monitoring: spatio-temporal distribution, methods and stakeholders
This code is part of a bigger project about the semantic segmentation of coral reefs for ecological monitoring.
Tools for processing Pacific NCRMP carbonate budgets data
What drives spatial patterns of sub-adult gray snapper and bluestriped grunt abundances on coral patch reefs off the Florida Keys, USA? 🐠🌊
Code repository for the GCRMN fish synthetic dataset
An analysis of the factors that have affected the bleaching of coral reefs across a span of 20 years in different oceans around the globe.
SeaBloom uses AI models (CNNs and RNNs) + LiDAR to detect and pinpoint healthy corals to later selectively breed and transplant.
Repository for creating object detection and instance segmentation models for deep-sea benthic habitats.
This repository contains methylation AFLP data as employed in Rodríguez-Casariego et al., Frontiers in Marine Sciences, 2020: "Genome-wide DNA methylation analysis reveals a conserved epigenetic response to seasonal environmental variation in the staghorn coral Acropora cervicornis"
This repository contains code used in the analysis of coral bleaching survey data collected across the Hawaiian Archipelago during the 2019 bleaching event. We investigated spatial, temporal, and taxa-specific variability in bleaching, as well as drivers of the event. See README for more information on downloading archived data.
A workflow to integrate ecological monitoring data from different sources
Effects of Overfishing on Coral Reef Ecosystems
Status of coral reef monitoring: An assessment of methods and data at the national level
Visualize and predict the death of the coral reefs.
Rallying together to gather and spread intel on the health of corals and provide coral reef organizations with up-to-date information using ML. (hackathon winner)
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