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36 search results found

Awesome Satellite Imagery Datasets ⭐ 3,381

🛰️ List of satellite image training datasets with annotations for computer vision and deep learning

Framework agnostic sliced/tiled inference + interactive ui + error analysis plots

Torchgeo ⭐ 2,067

TorchGeo: datasets, samplers, transforms, and pre-trained models for geospatial data

Raster Vision ⭐ 1,956

An open source library and framework for deep learning on satellite and aerial imagery.

Label Maker ⭐ 358

Data Preparation for Satellite Machine Learning

Satellite Imagery Datasets Containing Ships ⭐ 340

A list of radar and optical satellite datasets for ship detection, classification, semantic segmentation and instance segmentation tasks.

Pythonfromspace ⭐ 298

Python Examples for Remote Sensing

Eye In The Sky ⭐ 248

Satellite Image Classification using semantic segmentation methods in deep learning

Geospatial Machine Learning ⭐ 196

A curated list of resources focused on Machine Learning in Geospatial Data Science.

Foreground-Aware Relation Network for Geospatial Object Segmentation in High Spatial Resolution Remote Sensing Imagery (CVPR 2020) https://arxiv.org/pdf/2011.09766.pdf

FPGA: Fast Patch-Free Global Learning Framework for Fully End-to-End Hyperspectral Image Classification (TGRS 2020) https://ieeexplore.ieee.org/document/9007624

Pytorch Psetae ⭐ 98

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

Changestar ⭐ 96

Change is Everywhere: Single-Temporal Supervised Object Change Detection in Remote Sensing Imagery (ICCV 2021) https://arxiv.org/abs/2108.07002

3d Pv Locator ⭐ 48

Dockerized Repo for "3D-PV-Locator: Large-scale detection of rooftop-mounted photovoltaic systems in 3D" based on Applied Energy publication.

Official TensorFlow code for paper "Multi-Image Super Resolution of Remotely Sensed Images Using Residual Attention Deep Neural Networks".

Hephaestus ⭐ 44

Hephaestus: A large scale multitask dataset towards InSAR understanding

Unstructured Change Detection Using Cnn ⭐ 34

Unstructured Change detection in satellite imagery

Neural Road Inspector ⭐ 32

After a hurricane, roads are often flooded or washed out, making them treacherous for motorists. Using state of the art deep learning methods, I attempted to automatically annotate flooded, washed out, or otherwise severely damaged roads. My goal is create a tool that can help detect and visualize anomalous roads in a simple user interface.

Semantic Labeling in VHR Images via A Self-Cascaded CNN (ISPRS JPRS, IF=6.942)

Kurosiwo ⭐ 15

Code and data for Kuro Siwo flood mapping dataset

Cropmask_rcnn ⭐ 14

Segmenting center pivot agriculture to monitor crop water use in drylands with Mask R-CNN and Landsat satellite imagery

Solar Panel Segmentation ⭐ 13

A U-Net for solar panel identification and segmentation

Fuzzyremotesensingsegmentation ⭐ 12

Fuzzy based segmentation of remotely sensed images using an Adaptive Neuro Fuzzy Inference System (ANFIS).

Satellite Sam Dashboard ⭐ 12

This app integrates the Segment Anything Model (SAM) with Sentinel-2 data. The app is built using Dash Plotly and dash leaflet. It allows segmenting satellite images using the two ways provided by SAM: automatic mask generator and prompt segmentation (using points and bounding boxes).

Models for Remote Sensing

Automatic detection of impervious surfaces

Split_raster ⭐ 10

Split Raster is an open-source and highly versatile Python package designed to easily break down large images into smaller, more manageable tiles. While the package is particularly useful for deep learning and computer vision tasks, it can be applied to a wide range of applications.

Earth Observation for Python. A collection of helper functions and classes to read, process and save geospatial data

Cnn Based Hyperspectral Image Classification ⭐ 8

A TensorFlow implentation of fixed size kernel CNN

Lidar Harmonization ⭐ 8

Code release for Intensity Harmonization for Airborne LiDAR

Remotesensingandcomputervision ⭐ 7

This contains personal reading list for remote sensing and applications of computer vision

Spacenet7 Buildings Detection ⭐ 7

Building detection from the SpaceNet dataset using UNet.

Object_detection_satellite_imagery_yolov8_dior ⭐ 6

Building a Yolov8n model from scratch and performing object detection in optical remote sensing images and videos.

Wildfire_research_resources ⭐ 6

A repository to be used as a resource in the wildfire area like the detection, forecasting, and segmentation of wildfires 🔥, after the heart-breaking wildfires in Turkey ❤️

Atrain Cloudseg ⭐ 5

Official GitHub repository for the A-Train Cloud Segmentation Dataset.

The FOTO (Fourier Transform Textural Ordination) R package.

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