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kite-2's Projects

crop-segmentation-yield-estimation icon crop-segmentation-yield-estimation

The project was designed to develop a deep learning based convolutional neural network(CNN) model using satellite imageries of farmlands for the identification of crop types from images through a semantic segmentation task.

eye-of-the-sky icon eye-of-the-sky

In this project, SegNet, U-Net etc. are used for semantic segmentation of satellite images. Based on keras and runs on GPU.

phenology-extraction icon phenology-extraction

A repository folder regarding phenology extraction scripts utilizing existing packages (i.e. TIMESAT, CropPhenology) and proposing new methodologies

satellite-image-segmentation icon satellite-image-segmentation

A prototype system for semantic segmentation of Satellite Images. The executable file is 700MB, model parameters are 40MB, and the computation cost is 266 in GFLOPS.

satelliteimagesegmentation icon satelliteimagesegmentation

Semantic segmentation of satellite images to produce pixel-by-pixel labels of important regions. This was a project for my MScA-32017 advanced machine learning class.

u-net icon u-net

U-NET used for semantic segmentation of cultivated land in remote sensing image

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