peterpong's Projects
2021珠海数据开放创新应用大赛(卫星遥感数据分析)
Curated list of resources for college students
AquaCrop-OSPy: Python implementation of AquaCrop-OS
A curated list of awesome tools, tutorials, code, projects, links, stuff about Earth Observation, Geospatial Satellite Imagery
A comprehesive survey about foundation models for weather and cliamte data understanding.
🌍 A Collection of Awesome Large Weather Models (LWMs) | AI for Earth (AI4Earth) | AI for Science (AI4Science)
Source code to Rußwurm & Körner 2019. Self-Attention for Raw Optical Satellite Time Series Classification
deep learning for image processing including classification and object-detection etc.
Book
Code for Neural Plasticity-Inspired Foundation Model for Observing the Earth Crossing Modalities
Materials for ML and DS interview preparation.
A series of Jupyter notebook to learn Google Earth Engine with Python
Earth Observation Data Access Gateway
Functions and Python scripts to ingest ERA5 data into Google Earth Engine
farmOS: A web-based farm record keeping application.
GeoTorchAI: A Framework for Training and Using Spatiotemporal Deep Learning Models at Scale
Code for the paper Multi Modal Deep Learning Based Crop Classification Using Multispectral and Multitemporal Satellite Imagery published in KDD Applied Data Science Track 2020
Config files for my GitHub profile.
Classification with PyTorch.
Deep learning with satellite & aerial imagery
Segmentation models with pretrained backbones. PyTorch.
Course materials for the Automating GIS processes -course, University of Helsinki, Finland
Track car speeds from video using YOLOv5 + Kalman filter
基于Tensorflow的常用模型,包括分类分割、新型激活、卷积模块,可在Tensorflow2.X下运行。
One has no future if one couldn't teach themself.
TorchGeo: datasets, samplers, transforms, and pre-trained models for geospatial data