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phanvantrong'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"

apply_gis icon apply_gis

สำหรับนิสิตวิชา 87651260 Applications of Geographic Information System การประยุกต์ระบบสารสนเทศทางภูมิศาสตร์

change-detection-review icon change-detection-review

A review of change detection methods, including codes and open data sets for deep learning. From paper: change detection based on artificial intelligence: state-of-the-art and challenges.

classifying-different-crop-categories-using-hyperspectral icon classifying-different-crop-categories-using-hyperspectral

Nowdays Hyperspectral data are more widely used for crop classification, we are trying to use Deep Learning to for the task of segmentation of Hyperspectral Satellite images to segment different Categories of crops. Data contains 128x128 pixels images having 7 channels or spectrums for input. We used a modified version of U-net for the purpose of Classification.

cnn-landcover icon cnn-landcover

2D Convolutional Neural Network for land use and land cover classification of radar and hyperspectral images

cnn-sentinel icon cnn-sentinel

Analyzing Sentinel-2 satellite data in Python with Keras (repository of our talks at Minds Mastering Machines 2019 and PyCon 2018)

coded icon coded

Continuous Degradation Detection on the Google Earth Engine

cover-crop-classification icon cover-crop-classification

Repository housing the data and code for a Machine Learning model that classifies species of cover crops using Tensor Flow

crop-mapping icon crop-mapping

It was a classification problem based on the Crop mapping using fused optical-radar dataset.

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