Marine Ecosystem AI ML Frameworks

AI applications for ocean conservation, fisheries management, and underwater ecosystem monitoring. Does NOT include general environmental monitoring, climate modeling, or non-aquatic biological applications.

There are 18 marine ecosystem ai frameworks tracked. 1 score above 50 (established tier). The highest-rated is Jordan-Pierce/CoralNet-Toolbox at 61/100 with 44 stars and 998 monthly downloads.

Get all 18 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=ml-frameworks&subcategory=marine-ecosystem-ai&limit=20"

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#	Framework	Score	Tier	Stars	Language
1	Jordan-Pierce/CoralNet-Toolbox Tools for panoptic segmentation and developing machine learning models for...	61	Established	44	Python
2	ocean-data-factory-sweden/kso Notebooks to upload/download marine footage, connect to a citizen science...	45	Emerging	7	Python
3	NYU-MLDA/OpenABC OpenABC-D is a large-scale labeled dataset generated by synthesizing open...	39	Emerging	144	Verilog
4	IQTLabs/AISonobuoy Maritime Situational Awareness: An Exploration	36	Emerging	45	C
5	jackcook/bigger-fish Code for the paper “There’s Always a Bigger Fish”	34	Emerging	32	Python
6	microsoft/Project_Natick_Analysis GitHub Repository for Blogpost: Monitoring environmental conditions near...	33	Emerging	25	Python
7	fmemuir/COASTGUARD Coastal Observation + Analysis using Satellite-derived Timeseries, Generated...	29	Experimental	53	Python
8	cjabradshaw/CoelacanthEvolution Analyses of coelacanth morphometrics, disparity, phylogeny, and rate of evolution	25	Experimental	5	R
9	dobromiriiliev/An-Innovative-Energy-Efficient-Biomimetic-Propulsion-System-for-Submersibles-Derived-from-Zebrafish Project Created by Ricardo Guardado, Anish Goyal, and Dobromir Iliev	24	Experimental	1	TeX
10	soham2002/GreenRoots GreenRoots: An AI/ML project dedicated to promoting mangrove sustainability...	18	Experimental	3	Jupyter Notebook
11	Diyamehta25/Sagar-Darpan-AI-Ocean-Platform AI-powered ocean intelligence platform built during Smart India Hackathon....	14	Experimental	—	TypeScript
12	Rishabh1925/OceanEYE-TaxaFormer AI-powered eDNA classification platform using Nucleotide Transformer for...	14	Experimental	4	TypeScript
13	sgraine/reef-guidance-system This repository contains the code implementation used in the paper:...	13	Experimental	2	Python
14	AngusG/deep-learning-dreissenid Source code for reproducing "Predicting Dreissenid Mussel Abundance using...	12	Experimental	4	Jupyter Notebook
15	MichaelAkridge-NOAA/open-science-ai-showcase AI models, tools, and deployment examples focused on marine ecosystem applications.	11	Experimental	—	—
16	nmfs-ost/AA-SI_PublicPage Public-facing information about the Active Acoustics Strategic Initiative	11	Experimental	—	Lua
17	mkapur/deep-fish Code repository for Kapur, M., Adams, G., Lapeylerolie, M., and Thorson, J....	11	Experimental	—	R
18	grfernandez/GeoTreesGuardians GeoTrees	10	Experimental	1	JavaScript