Pinned Repositories
DRL4BS
era5_in_gee
Functions and Python scripts to ingest ERA5 data into Google Earth Engine
LandSurfaceTemperature-at-Kapiti
A collection of the code used to generate the ground radiometer LST at Kapiti Ranch (ILRI), Kenya and the subsequent analysis of satellite and model LST performance.
Large-scale-solar-plant-monitoring
pylandtemp
Algorithms for computing global land surface temperature and emissivity from NASA's Landsat satellite images with Python.
remote-sensing-deep-learning
solar-panel-segmentation
A U-Net for solar panel identification and segmentation
Solar-Panels-Detection
Detection and location of Solar Panels in aerial images using U-Net
vito-download
Download http://land.copernicus.vgt.vito.be/PDF/datapool
xiaositan's Repositories
xiaositan/DRL4BS
xiaositan/LandSurfaceTemperature-at-Kapiti
A collection of the code used to generate the ground radiometer LST at Kapiti Ranch (ILRI), Kenya and the subsequent analysis of satellite and model LST performance.
xiaositan/Large-scale-solar-plant-monitoring
xiaositan/pylandtemp
Algorithms for computing global land surface temperature and emissivity from NASA's Landsat satellite images with Python.
xiaositan/remote-sensing-deep-learning
xiaositan/solar-panel-segmentation
A U-Net for solar panel identification and segmentation
xiaositan/active-reinforcement-learning
Active reinforcement learning for semantic segmentation of nuclei in medical imagery
xiaositan/Applied-Deep-Learning
Applied Deep Learning Course
xiaositan/aqua-salt-net
Aqua/Salt cultures UNET
xiaositan/awesome-computational-photography
A curated list of awesome resources for topics related to computational photography via deep learning, which mainly focuses on image alignment and stitching.
xiaositan/Berganzo_et_al_2021_DTM-preprocessing
Script for the preprocessing of MDTs for the detection of archaeological features using CNNs from Berganzo et al. 2021 submitted to Remote Sensing
xiaositan/colvilleConnectivity
xiaositan/darknet
Hybrid MSRM-based deep learning and multitemporal Sentinel-2-based machine learning algorithm detects near 10k archaeological tumuli in North-western Iberia
xiaositan/Data-Science-on-Geospatial-Data
The Copernicus Data Store (CDS) is a one stop shop for a wide range of historical and real time geospatial data from various remote sensing and on-the-ground weather observations. The following notebook is an approach to design a neural network to predict the [Total Precipitation] from the two input variables [Temperature of air at 2m above the surface, Volumetric soil water layer 1].
xiaositan/earth-analytics-python-env
A conda environment and docker container to support using earth and environmental data in Python.
xiaositan/FireHR
xiaositan/FSEB
This repository provides a code to model Land Surface Temperature (LST) by Surface Energy Balance (SEB) modeling. The methodology is described in paper: Taheri, M., et al., (2021). Monthly closure of surface energy balance to estimate land surface temperature and evapotranspiration over a watershed considering all the heat storages.
xiaositan/geeup
Simple CLI for Google Earth Engine Uploads
xiaositan/green-spaces
Render GeoJSON polygons over aerial imagery and analyse pixels covered by vegetation; used to calculate green spaces in residential gardens
xiaositan/hyperspectral
Research on plants
xiaositan/LST_Reconstruct_RS
Remote Sensing Paper
xiaositan/mining-discovery-with-deep-learning
Mining and tailings dam detection in satellite imagery using deep learning
xiaositan/MODIS_Aggregation
xiaositan/ozone-and-aerosol-data-fetcher
This repository contains tool that fetches and processes Aerosol data from Modis (LAADS) and Ozone data from Copernicus
xiaositan/practice-git-skillz
This repository is an example repository for homework submissions for Earth Analytics courses.
xiaositan/pytorch-3dunet
3D U-Net model for volumetric semantic segmentation written in pytorch
xiaositan/segmentation_models
Segmentation models with pretrained backbones. Keras and TensorFlow Keras.
xiaositan/SegVeg
:fallen_leaf: Python module for Senescent Vegetation Image Segmentation based on SVM.
xiaositan/SkillMetrics
A Python library for calculating and displaying the skill of model predictions against observations.
xiaositan/TaylorDiagram
绘制泰勒图，比其它库相比，可以指定绘制的ax，可调参数更灵活，需要手动添加legend，不裁剪参考点，多么的大都可以显示