Aurora
An atmospheric foundation machine learning model initially trained on vast amounts of data to predict atmospheric variables like temperature, which can then be adapted to specialized atmospheric forecasting tasks with relatively little additional data.
atmospheric-chemistry aurora-model deep-learning foundation-models ocean-waves tropical-cyclone-tracking weather-prediction
Atmosphere - Atmospheric Composition and Dynamics - Last synced: 24 Dec 2025 - Ranking: 18.3
Zeus
A Framework for Deep Learning Energy Measurement and Optimization.
Consumption - Computation and Communication - Last synced: 24 Dec 2025 - Ranking: 17.1
BirdNET-Analyzer
A deep learning solution for avian diversity monitoring.
acoustic-monitoring bioacoustics birds birdsong deep-learning
Biosphere - Avian Monitoring and Analysis - Last synced: 25 Dec 2025 - Ranking: 16.6
Earth2Studio
A Python-based package designed to get users up and running with AI weather and climate models fast. Our mission is to enable everyone to build, research and explore AI driven meteorology.
ai climate-science deep-learning weather
Climate Change - Earth and Climate Modeling - Last synced: 25 Dec 2025 - Ranking: 16.5
Eco2AI
A Python library which accumulates statistics about power consumption and CO2 emission during running code.
ai carbon-emissions carbon-footprint co2-emissions co2-monitoring deep-learning emission-tracker energy-consumption environment esg ghg machine-learning power-consumption-measurement python sustainability
Consumption - Computation and Communication - Last synced: 24 Dec 2025 - Ranking: 13.5
WildlifeDatasets
Pipeline for wildlife re-identification including dataset zoo, training tools and trained models.
dataset datasets deep-learning ecology ecology-modelling machine-learning
Biosphere - Terrestrial Wildlife - Last synced: 24 Dec 2025 - Ranking: 13.3
ClimateLearn
A Python library for accessing state-of-the-art climate data and machine learning models in a standardized, straightforward way.
climate-change climate-science deep-learning machine-learning
Climate Change - Climate Data Access and Visualization - Last synced: 24 Dec 2025 - Ranking: 12.9
Detectree2
Automatic tree crown delineation based on the Detectron2 implementation of Mask R-CNN.
deep-learning detectron2 python pytorch
Biosphere - Forest Remote Sensing - Last synced: 25 Dec 2025 - Ranking: 11.8
sup3r
The Super Resolution for Renewable Resource Data software uses generative adversarial networks to create synthetic high-resolution wind and solar spatiotemporal data from coarse low-resolution inputs.
climate-change climate-data deep-learning downscaling generative-adversarial-network machine-learning reanalysis renewable-energy severe-weather solar-energy tensorflow urban-heat-island wind-energy
Energy Systems - Renewable Energy Integration - Last synced: 24 Dec 2025 - Ranking: 11.7
birdnet
The library is geared towards providing a robust workflow for ecological data analysis in bioacoustic projects.
acoustic-monitoring bioacoustics birds birdsong deep-learning
Biosphere - Avian Monitoring and Analysis - Last synced: 25 Dec 2025 - Ranking: 11.7
VIAME
Video and Image Analytics for Marine Environments.
annotation-framework artificial-intelligence computer-vision conservation deep-learning ecology image-annotation image-processing machine-learning marine-biology object-detection oceanography open-source video-analysis video-analytics video-annotation video-search
Biosphere - Marine Life and Fishery - Last synced: 24 Dec 2025 - Ranking: 9.9
Pyrovision
Computer vision library for wildfire detection.
computer-vision deep-learning image-classification keypoint-detection object-detection onnx python pytorch wildfire
Biosphere - Wildfire - Last synced: 24 Dec 2025 - Ranking: 9.9
Awesome Remote Sensing Change Detection
List of datasets, codes, and contests related to remote sensing change detection.
awesome change-detection dataset deep-learning remote-sensing
Sustainable Development - Curated Lists - Last synced: 25 Dec 2025 - Ranking: 9.7
EuroCropsML
A pre-processed and ready-to-use machine learning dataset for crop type classification of agricultural parcels in Europe.
agriculture crop-classification dataset deep-learning earth-observation machine-learning sentinel-2 torch
Consumption - Agriculture and Nutrition - Last synced: 24 Dec 2025 - Ranking: 9.6
OrcaHello
A real-time AI-assisted killer whale notification system.
artificial-intelligence audio-analysis audio-processing bioacoustics deep-learning inference machine-learning marine marine-biology neural-network orcas real-time realtime whales
Biosphere - Marine Life and Fishery - Last synced: 24 Dec 2025 - Ranking: 8.5
Awesome-forests
A curated list of ground-truth forest datasets for the machine learning and forestry community.
biodiversity carbon climate-change datasets deep-learning ecosystems forestry machine-learning
Sustainable Development - Curated Lists - Last synced: 25 Dec 2025 - Ranking: 8.1
Detect waste
Detecting plastic waste in the environment to combat environmental pollution and promote circular economy.
cnn deep-learning detr efficientdet fastrcnn litter maskrcnn neural-networks object-detection python pytorch trash waste-detection
Industrial Ecology - Circular Economy and Waste - Last synced: 24 Dec 2025 - Ranking: 7.8
TACO
Trash Annotations in Context Dataset Toolkit.
dataset deep-learning garbage litter mask-rcnn object-detection trash
Industrial Ecology - Circular Economy and Waste - Last synced: 25 Dec 2025 - Ranking: 7.7
earth2mip
A Python framework that enables climate researchers and scientists to explore and experiment with AI models for weather and climate.
Climate Change - Earth and Climate Modeling - Last synced: 25 Dec 2025 - Ranking: 7.7
EuroCrops
A dataset collection combining all publicly available self-declared crop reporting datasets from countries of the European Union.
agriculture dataset deep-learning machine-learning opendata sentinel-2
Consumption - Agriculture and Nutrition - Last synced: 24 Dec 2025 - Ranking: 7.7
PyESD
Downscale any climate variables e.g. precipitation and temperature using predictors from reanalysis datasets to point scale.
deep-learning downscaling ensemble-machine-learning machine-learning precipitation sckit-learn tensorflow2
Climate Change - Climate Downscaling - Last synced: 24 Dec 2025 - Ranking: 7.4
Callisto-Dataset-Collection
A list of datasets aiming to enable Artificial Intelligence applications that use Earth Observation, satellite and other data.
data-repository dataset datasets deep-learning machine-learning machine-learning-datasets remote-sensing satellite-imagery
Sustainable Development - Curated Lists - Last synced: 25 Dec 2025 - Ranking: 7.1
Awesome-Earth-Artificial-Intelligence
A curated list of tutorials, notebooks, software, datasets, courses, books, video lectures and papers specifically for Artificial Intelligence use cases in Earth Science.
air-quality awesome-list biosphere datasets deep-learning dust earth-science earthquakes geosphere glacier hydrology land-cover-classification machine-learning snow volcano
Sustainable Development - Curated Lists - Last synced: 25 Dec 2025 - Ranking: 7.1
trashnet
Dataset of images of trash. Torch-based CNN for garbage image classification.
convolutional-neural-networks dataset deep-learning garbage image-classification torch trash
Industrial Ecology - Circular Economy and Waste - Last synced: 25 Dec 2025 - Ranking: 6.5
btp-ai-sustainability-bootcamp
Showcasing SAP partners how to add Intelligence and Sustainability into your industry cloud solutions on SAP Business Technology Platform.
computer-vision condition-monitoring deep-learning defect-detection image-segmentation machine-learning predictive-maintenance sac-planning sample sample-code sap-ai-core sap-ai-launchpad sap-analytics-cloud sound-classification sustainability
Consumption - Production and Industry - Last synced: 25 Dec 2025 - Ranking: 6.5
Awesome Green AI
A curated list of awesome Green AI resources and tools to reduce the environmental impacts of using and deploying AI.
ai awesome-list climate deep-learning green-ai green-software machine-learning sustainability sustainable-ai
Sustainable Development - Curated Lists - Last synced: 24 Dec 2025 - Ranking: 6.2
Photovoltaic_Fault_Detector
Model-definition is a deep learning application for fault detection in photovoltaic plants.
deep-learning detection-boxes detector-model fault-detection keras model-detection object-detection photovoltaic-panels solar-energy tensorflow yolo3
Renewable Energy - Photovoltaics and Solar Energy - Last synced: 25 Dec 2025 - Ranking: 5.9
A high-resolution canopy height model of the Earth
The model estimates canopy top height for every Sentinel-2 image pixel and was trained using sparse GEDI LIDAR data as a reference.
canopy-height-models deep-learning ensemble gedi sentinel-2 uncertainty
Biosphere - Forest Modeling and Analysis - Last synced: 25 Dec 2025 - Ranking: 5.9
IUCNN
Environmental data and existing IUCN Red List assessments to predict the conservation status of 'Not Evaluated' species, for any taxon or geographic region of interest.
conservation conservation-prioritization deep-learning machine-learning tensorflow
Biosphere - Biodiversity Data Access and Management - Last synced: 24 Dec 2025 - Ranking: 5.7
deepbiosphere
Open-source implementation for plant species distribution mapping using citizen science, remote sensing, and deep convolutional neural networks.
citizen-science convolutional-neural-networks deep-learning remote-sensing species-distribution-modeling
Biosphere - Species Distribution Modeling - Last synced: 25 Dec 2025 - Ranking: 5.7
universal-battery-database
The Universal Battery Database is an open source software for managing Lithium-ion cell data.
deep-learning lithium-ion lithium-ion-cells ml tensorflow universal-battery-database
Energy Storage - Battery - Last synced: 25 Dec 2025 - Ranking: 5.6
deep-smoke-machine
Deep learning models and dataset for recognizing industrial smoke emissions.
air-quality citizen-science computer-vision deep-learning machine-learning neural-network python pytorch smoke smoke-recognition
Emissions - Emission Observation and Modeling - Last synced: 24 Dec 2025 - Ranking: 5.6
SustainBench
Benchmarks for Monitoring the Sustainable Development Goals with Machine Learning.
deep-learning machine-learning sdgs sustainability
Sustainable Development - Sustainable Development Goals - Last synced: 25 Dec 2025 - Ranking: 5.5
PV4GER
Aims at democratizing and accelerating the access to photovoltaic systems data in Germany and beyond.
ai climate-change computer-vision deep-learning deeplabv3 deepsolar inception-v3 network-planning neurips-2020 pv-systems remote-sensing renewable-energy satellite-imagery solar solar-panels
Renewable Energy - Photovoltaics and Solar Energy - Last synced: 25 Dec 2025 - Ranking: 5.5
wildfire forecasting
The project intends to reproduce the Fire Forecasting capabilities of GEFF using Deep Learning and develop further improvements in accuracy, geography and time scale through inclusion of additional variables or optimization of model architecture and hyperparameters.
deep-learning earth-observation gis remote-sensing wildfire-forecasting
Biosphere - Wildfire - Last synced: 25 Dec 2025 - Ranking: 5.4
S4A
A Sentinel-2 multi-year, multi-country benchmark dataset for crop classification and segmentation with deep learning.
crop-classification deep-learning segmentation sentinel-2
Consumption - Agriculture and Nutrition - Last synced: 25 Dec 2025 - Ranking: 5.4
KSO
The Koster Seafloor Observatory is an open-source, citizen science and machine learning approach to analyse subsea movies.
citizen-science deep-learning marine-protected-areas object-detection
Biosphere - Marine Life and Fishery - Last synced: 24 Dec 2025 - Ranking: 5.4
Mesogeos
A multi-purpose dataset for data-driven wildfire modeling in the Mediterranean.
datacube deep-learning forests mediterranean wildfire-forecasting zarr
Biosphere - Wildfire - Last synced: 25 Dec 2025 - Ranking: 5.2
MARIDA
A marine debris-oriented dataset on Sentinel-2 satellite images.
classification deep-learning marine-litter semantic-segmentation
Industrial Ecology - Circular Economy and Waste - Last synced: 25 Dec 2025 - Ranking: 5.0
cultionet
A library for semantic segmentation of cultivated land using a neural network.
agriculture cropland crops deep-learning fields land-cover pytorch pytorch-lightning remote-sensing satellite
Natural Resources - Soil and Land - Last synced: 25 Dec 2025 - Ranking: 5.0
ALPGM
Regional glacier evolution model based on deep learning and parametrizations.
deep-learning glacier glacier-modelling surface-mass-balance
Cryosphere - Glacier and Ice Sheets - Last synced: 25 Dec 2025 - Ranking: 4.9
Industrial Smoke Plume Detection
Characterization of Industrial Smoke Plumes from Remote Sensing Data.
deep-learning earth-observation greenhouse-gas-emissions machine-learning pollution-prediction remote-sensing
Emissions - Emission Observation and Modeling - Last synced: 25 Dec 2025 - Ranking: 4.9
PointER
A LiDAR-Derived Point Cloud Dataset of One Million English Buildings Linked to Energy Characteristics.
building-energy dataset deep-learning lidar point-cloud
Consumption - Buildings and Heating - Last synced: 25 Dec 2025 - Ranking: 4.2
Deep Waste
AI powered recycling app that classifies waste and promotes eco-friendly disposal with rewards.
community-project deep-learning eco-friendly enviroment flutter flutter-apps garbage-classification github hacktoberfest image-classification learn machine-learning open-source open-source-project pr-welcome recycle recycling student-vscode travis
Industrial Ecology - Circular Economy and Waste - Last synced: 25 Dec 2025 - Ranking: 4.1
SkyGPT
A physics-constrained stochastic sky video prediction model for probabilistic short-term solar forecasting.
cloud-motion-prediction deep-learning generative-models photovoltaic-power probabilistic-solar-forecasting sky-images stochastic-video-prediction
Renewable Energy - Photovoltaics and Solar Energy - Last synced: 25 Dec 2025 - Ranking: 4.1
MagicBathyNet
A Multimodal Remote Sensing Dataset for Benchmarking Learning-based Bathymetry and Pixel-based Classification in Shallow Waters.
aerial-imagery bathymetry computer-vision dataset deep-learning depth-estimation earth-observation eu-project magicbathy models ocean-data ocean-mapping remote-sensing satellite-imagery seabed-mapping semantic-segmentation sentinel-2 shallow-water spot6
Hydrosphere - Ocean Models - Last synced: 24 Dec 2025 - Ranking: -Infinity
AgML
Provides access to public agricultural datasets for common agricultural deep learning tasks, with standard benchmarks and pretrained models, as well the ability to generate synthetic data and annotations.
agriculture computer-vision dataset deep-learning image-classification object-detection pytorch semantic-segmentation synthetic-data
Consumption - Agriculture and Nutrition - Last synced: 25 Dec 2025 - Ranking: -Infinity
