Open Sustainable Technology
A curated list of open technology projects to sustain a stable climate, energy supply, biodiversity and natural resources.
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vak
A neural network framework for animal acoustic communication and bioacoustics.
animal-communication animal-vocalizations bioacoustic-analysis bioacoustics birdsong python python3 pytorch spectrograms speech-processing torch torchvision vocalizations
Biosphere - Biodiversity and Species Distribution - Last synced: 11 May 2024 - Ranking: 13.5
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: 11 May 2024 - Ranking: 7.5
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: 11 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: 11 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: 11 May 2024 - Ranking: 10.2
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: 11 May 2024 - Ranking: 5.1
Graph Weather
Data-driven approach for forecasting global weather using graph neural network.
forecasting-models graph-neural-networks pytorch weather
Atmosphere - Meteorological Observation and Forecast - Last synced: 11 May 2024 - Ranking: 13.7
MetNet
A neural network that forecasts precipitation up to 8 hours into the future at the high spatial resolution of 1 km² and at the temporal resolution of 2 minutes with a latency in the order of second.
Atmosphere - Meteorological Observation and Forecast - Last synced: 11 May 2024 - Ranking: 13.7
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
MegaDetector
Deep learning tools that accelerate the review of motion-triggered wildlife camera images.
camera-traps computer-vision conservation machine-learning megadetector pytorch pytorch-wildlife wildlife
Biosphere - Terrestrial Animals - Last synced: 11 May 2024 - Ranking: 18.3
