MSHCCT: A Multi-Scale Compact Convolutional Network for Aerial Imagery Classification

Advanced AI Explainability for computer vision. Support for CNNs, Vision Transformers, Classification, Object detection, Segmentation, Image similarity and more.

Towards a Unified Copernicus Foundation Model for Earth Vision

A toolkit that enables building damage assessments from remotely sensed imagery.

📚 Modern C++ Tutorial: C++11/14/17/20 On the Fly | https://changkun.de/modern-cpp/

AWS CDK constructs for deploying eoAPI

This is the official github repository of "An Open and Large-Scale Dataset for Multi-Modal Climate Change-aware Crop Yield Predictions"

Sentinel-2 20LMR tile for year 2022

A Python toolkit for fine-tuning Geospatial Foundation Models (GFMs).

Parallel Hyperparameter Tuning in Python

STAC Machine Learning Model (MLM) Extension to describe ML models, their training details, and inference runtime requirements.

A Satellite Time Series Dataset for Crop Type Identification

Comparing CNN- and Transformer-Based Deep Learning Models for Semantic Segmentation of Remote Sensing Images. Specifically looking at different configurations of U-Net and SegFormer applied to Pots…

Deep learning models for remote sensing applications

Software for working with satellite & aerial imagery ML datasets

📚 Papers & tech blogs by companies sharing their work on data science & machine learning in production.

State-of-the-Art Deep Learning scripts organized by models - easy to train and deploy with reproducible accuracy and performance on enterprise-grade infrastructure.

PyTorch implementation of the model presented in "Satellite Image Time Series Classification with Pixel-Set Encoders and Temporal Self-Attention"

Photovoltaic Farms Mapping with openEO

PyTorch EO aims to make Deep Learning for Earth Observation data easy and accessible to real-world cases and research alike.

Higher Level API for torch

R Interface to Torch

The largest collection of PyTorch image encoders / backbones. Including train, eval, inference, export scripts, and pretrained weights -- ResNet, ResNeXT, EfficientNet, NFNet, Vision Transformer (V…

Machine Learning Model STAC Extension (archive, see https://github.com/stac-extensions/mlm)

🎀 Awesome Zarr resources

OpenEO driver for GeoPySpark (Geotrellis)

An extremely fast Python package and project manager, written in Rust.