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Sham's Projects

3dfcnwithioulossforcropmapping icon 3dfcnwithioulossforcropmapping

Implementation of "3D Fully Convolutional Neural Networks with Intersection Over Union Loss for Crop Mapping from Multi-Temporal Satellite Images"

awesome-sar icon awesome-sar

A curated list of awesome Synthetic Aperture Radar (SAR) software, libraries, and resources.

crop-mask icon crop-mask

End-to-end workflow for generating high resolution cropland maps

cropmappinginterpretation icon cropmappinginterpretation

Official implementation of "An interpretation pipeline towards understanding multi-temporal deep learning approaches for crop mapping".

deepcropmapping icon deepcropmapping

Official implementation of "DeepCropMapping: A multi-temporal deep learning approach with improved spatial generalizability for dynamic corn and soybean mapping".

defi-ia icon defi-ia

identifier au mieux la présence ou l'absence d'une éolienne sur une image satellite(cnn, resnet vgg16-19..)

fusion_cgan icon fusion_cgan

Master thesis project for a multi temporal cGAN for data fusion on Sentinel's images.

gans-for-agriculture icon gans-for-agriculture

Estimación de imágenes NDVI mediante fusión de imágenes satelitales multiespectrales y SAR para la planeación agrícola

global-cropland-mapping icon global-cropland-mapping

using deep semantic segmentation networks for global multi-temporal cropland mapping from remote sensing big data

marcoru-crop-type-mapping icon marcoru-crop-type-mapping

Source code to Rußwurm & Körner 2019. Self-Attention for Raw Optical Satellite Time Series Classification

master-thesis icon master-thesis

Detection of manure application on crop fields leveraging satellite data and Machine Learning.

multiclass-classifier icon multiclass-classifier

Repository contains work on a multi-class classification problem. It is about classifying crops based on temporal values of NDVI and SWIR sensor readings.

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