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ankshah131's Projects

arc_curator_guide icon arc_curator_guide

Please review and edit this guide in your own branch. Each branch except the master branch has the editor's name.

compressive-sensing-and-deep-learning-framework icon compressive-sensing-and-deep-learning-framework

We propose Compressive Sensing and Deep Learning framework (CS-DL) for multiple satellite sensor based data fusion. It’s aims to improve spatial and temporal resolution for long term analysis. Compressive Sensing is used as an initial guess to combine data from multiple sources. Deep Learning model, using Long Short Term Memory Neural Network (LSTM/RNN) refines and further improves the resulting data fusion output from CS. Our CS-DL framework has been tested to fuse CO2 from the NASA Orbiting Carbon Observatory-2 (OCO-2) and the JAXA Greenhouse gases from Orbiting Satellites (GOSAT). It achieves lower errors and high correlation compared with the original data. This work demonstrates the use of CS-DL for fusing CO2 from NASA Orbiting Carbon Observatory-3 and GOSAT2 at higher resolution.

copernicus-training icon copernicus-training

This repository hosts Jupyter notebook tutorials on the Copernicus Climate Change (C3S) and Atmosphere Monitoring (CAMS) Services.

cresi icon cresi

Road network extraction from satellite imagery, with speed and travel time estimates

deepsegmentor icon deepsegmentor

A Pytorch implementation of DeepCrack and RoadNet projects.

deepwatermap icon deepwatermap

a deep model that segments water on multispectral images

gdal icon gdal

GDAL is an open source X/MIT licensed translator library for raster and vector geospatial data formats.

marine_debris_ml icon marine_debris_ml

Marine debris detection with commercial satellite imagery and deep learning.

notebooks icon notebooks

interactive notebooks from Planet Engineering

roadnet icon roadnet

RoadNet: A Multi-task Benchmark Dataset for Road Detection, TGRS.

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