aniucd Goto Github PK

object-detection-with-deep-learning-and-sliding-window

Introduces an approach for object detection in an image with sliding window. The repository contains three files, make_data.py reads the image in gray scale and converts the image into a numpy array. The labels are also appended based on the file name. In this case, if the file name starts with "trn", then 1 is appended else 0. Finally, all the images and labels are saved into .npy file. The test-model-1.py file loads the images and converts the labels into two categories as we are doing binary classification of images. The model is built using keras with theano as backend. In this case, the best training accuracy was 80% since the data was just 500 images and the testing accuracy was 67%

open-geo-tutorial

Tutorial of basic remote sensing and GIS methodologies using open source software (GDAL in Python or R)

pix2pix.pytorch

A pytorch implementation of "Image-to-Image Translation with Conditional Adversarial Networks"

places365

The Places365-CNNs

planet-amazon-deforestation

plantvillage-dataset

plotty

Plotting library experiments using WebGL and Canvas2D to apply color scale to a bufferarray object.

predicting-poverty

Combining satellite imagery and machine learning to predict poverty

probabilistic-programming-and-bayesian-methods-for-hackers

aka "Bayesian Methods for Hackers": An introduction to Bayesian methods + probabilistic programming with a computation/understanding-first, mathematics-second point of view. All in pure Python ;)

pyeom

python_for_geosciences

Introduction to python use in geosciences.

pytorch-examples

Simple examples to introduce PyTorch

pytorch_tiramisu

PyTorch Implementation of The One Hundred Layers Tiramisu for Semantic Image Segmentation

r-gis-tutorial

Spatial data in R: using R as a GIS

rasor-floodmap

Able to generate RASOR compliant flood maps from Sentinel-1 SAR images.

raspberrypi-weather-station

Weather Sensor/program for the Raspberry Pi B+

raster

:exclamation: This is a read-only mirror of the CRAN R package repository. raster — Geographic Data Analysis and Modeling. Homepage: http://cran.r-project.org/package=raster

rasterio

Rasterio reads and writes geospatial raster datasets

rastermngmt

Repo to test possibilities for raster management

rftables

Upload and convert spatial data to fusion table from R

rio-pansharpen

pansharpening landsat scenes

sentinel1ice

Ice/water classification of Sentinel1 SAR data

simulator

R functions for the simulation of multispectral data based on hyperspectral

soilmoisture

svm-r-markdown-templates

I have a suite of R Markdown templates for academic manuscripts, beamer presentations, and syllabi. I share them here.

teamlucc

Analysis of land use and cover change using satellite imagery

tensorflow-livelessons

"Deep Learning with TensorFlow" LiveLessons

terrapattern

Enabling journalists, citizen scientists, humanitarian workers and others to detect “patterns of interest” in satellite imagery.

tflearn

Deep learning library featuring a higher-level API for TensorFlow.

uavrmp

Unmanned Aerial Vehicle R based Mission Planner