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Zhuangfang Yi 依庄防's Projects

deeposm icon deeposm

Train a deep learning net with OpenStreetMap features and satellite imagery.

detectron icon detectron

FAIR's research platform for object detection research, implementing popular algorithms like Mask R-CNN and RetinaNet.

dl_landscapes_paper icon dl_landscapes_paper

Buscombe & Ritchie (2018) Landscape Classification with Deep Neural Networks. Geosciences 2018, 8(7), 244

eo-learn icon eo-learn

Earth observation processing framework for machine learning in Python

fc icon fc

Fractional Cover

fcn.berkeleyvision.org icon fcn.berkeleyvision.org

Fully Convolutional Networks for Semantic Segmentation by Jonathan Long*, Evan Shelhamer*, and Trevor Darrell. CVPR 2015 and PAMI 2016.

fcn.tensorflow icon fcn.tensorflow

Tensorflow implementation of Fully Convolutional Networks for Semantic Segmentation (http://fcn.berkeleyvision.org)

geojson-vt icon geojson-vt

Slice GeoJSON into vector tiles on the fly in the browser

geonotebook icon geonotebook

A Jupyter notebook extension for geospatial visualization and analysis

global-gdp-interactive-map-using-js icon global-gdp-interactive-map-using-js

This is an interactive map written in HTML, CSS and JavaScript, using Leaflet. JavaScript library. I've also recorded a video to explain how I did it, please see the video over here: https://www.youtube.com/watch?v=dJeNLS4riTo. and you could go to my blog site: geoyi.org for more other reading as well.

housing-insights icon housing-insights

Bringing open data to affordable housing decision makers in Washington DC. A D3/Javascript based website to visualize data related to affordable housing in Washington DC. Data processing with Python.

images-to-osm icon images-to-osm

Use TensorFlow, Bing, and OSM to find features in satellite images for fun.

imreg_dft icon imreg_dft

Image registration using discrete Fourier transform.

keras icon keras

Deep Learning library for Python. Runs on TensorFlow, Theano, or CNTK.

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