Open Sustainable Technology
A curated list of open technology projects to sustain a stable climate, energy supply, biodiversity and natural resources.
Browse accepted projects | Review proposed projects | Propose new project | Open Issues
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: 11 May 2024 - Ranking: 13.1
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: 11 May 2024 - Ranking: 8.0
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: 11 May 2024 - Ranking: 9.7
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: 11 May 2024 - Ranking: 6.3
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: 11 May 2024 - Ranking: 4.4
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: 11 May 2024 - Ranking: 4.1
Detectree2
Automatic tree crown delineation based on the Detectron2 implementation of Mask R-CNN.
deep-learning detectron2 python pytorch
Biosphere - Forest Observation and Management - Last synced: 11 May 2024 - Ranking: 10.0
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 generative-adversarial-network machine-learning renewable-energy solar-energy tensorflow wind-energy
Energy Systems - Energy System Data Access - Last synced: 11 May 2024 - Ranking: 10.4
BirdNET-Analyzer
A deep learning solution for avian diversity monitoring.
acoustic-monitoring bioacoustics birds birdsong deep-learning
Biosphere - Biodiversity and Species Distribution - Last synced: 11 May 2024 - Ranking: 9.7
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: 11 May 2024 - Ranking: 5.4
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: 11 May 2024 - Ranking: 7.0
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: 11 May 2024 - Ranking: 7.5
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: 11 May 2024 - Ranking: 7.3
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: 11 May 2024 - Ranking: 7.4
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: 11 May 2024 - Ranking: 5.7
Zeus
A Framework for Deep Learning Energy Measurement and Optimization.
Consumption - Computation and Communication - Last synced: 10 May 2024 - Ranking: 13.7
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: 10 May 2024 - Ranking: 7.5
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: 10 May 2024 - Ranking: 7.1
SustainBench
Benchmarks for Monitoring the Sustainable Development Goals with Machine Learning.
deep-learning machine-learning sdgs sustainability
Sustainable Development - Sustainable Development Goals - Last synced: 10 May 2024 - Ranking: 5.3
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: 10 May 2024 - Ranking: 4.9
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: 10 May 2024 - Ranking: 12.0
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: 10 May 2024 - Ranking: -Infinity
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: 10 May 2024 - Ranking: 5.4
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: 10 May 2024 - Ranking: 10.2
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: 10 May 2024 - Ranking: 6.5
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: 10 May 2024 - Ranking: 8.4
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: 10 May 2024 - Ranking: 5.1
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 Observation and Management - Last synced: 10 May 2024 - Ranking: 5.5
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: 10 May 2024 - Ranking: 6.6
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 and Species Distribution - Last synced: 10 May 2024 - Ranking: 5.3
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: 10 May 2024 - Ranking: 12.5
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: 10 May 2024 - Ranking: 5.3
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: 10 May 2024 - Ranking: 5.6
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: 10 May 2024 - Ranking: 5.3
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: 10 May 2024 - Ranking: 5.1
