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The Top 20 Image Classification Remote Sensing Open Source Projects

Open source projects categorized as Image Classification Remote Sensing
Categories > Machine Learning > Image Classification
Categories > Machine Learning > Remote Sensing
Techniques ⭐ 7,678
Techniques for deep learning with satellite & aerial imagery
most recent commit 18 days ago
Aitlas ⭐ 157
AiTLAS implements state-of-the-art AI methods for exploratory and predictive analysis of satellite images.
most recent commit 9 months ago
A2s2k Resnet ⭐ 132
A2S2K-ResNet: Attention-Based Adaptive Spectral-Spatial Kernel ResNet for Hyperspectral Image Classification
most recent commit a year ago
Freenet ⭐ 99
FPGA: Fast Patch-Free Global Learning Framework for Fully End-to-End Hyperspectral Image Classification (TGRS 2020) https://ieeexplore.ieee.org/document/9007624
most recent commit 6 months ago
Hsi Traditional To Deep Models ⭐ 98
Pytorch and Keras Implementations of Hyperspectral Image Classification -- Traditional to Deep Models: A Survey for Future Prospects.
most recent commit 2 years ago
Marta Gan ⭐ 66
MARTA GANs: Unsupervised Representation Learning for Remote Sensing Image Classification
most recent commit 6 years ago
G2c Conv3d Hsi ⭐ 31
PyTorch implementation of the paper - Revisiting Deep Hyperspectral Feature Extraction Networks via Gradient Centralized Convolution
most recent commit 2 years ago
Polsarformer ⭐ 22
This code is for the paper "Local Window Attention Transformer for Polarimetric SAR Image Classification" that is published in the IEEE Geoscience and Remote Sensing Letters journal.
most recent commit 10 months ago
Ssun ⭐ 22
Spectral-Spatial Unified Networks for Hyperspectral Image Classification
most recent commit 4 years ago
Remotior_sensus ⭐ 20
A Python package that allows for the processing of remote sensing images and GIS data.
most recent commit 4 months ago
Satellite Image Classification Pytorch ⭐ 18
Image classification on Satellite Dataset-RSI-CB256 with torchvision models.
most recent commit a year ago
Orthoseg ⭐ 18
OrthoSeg makes it easy to train neural networks to segment orthophotos.
total releases 50most recent commit 4 months ago
Ssfcn ⭐ 18
Spectral-Spatial Fully Convolutional Networks for Hyperspectral Image Classification
most recent commit 4 years ago
Complex Valued Cnn ⭐ 14
Complex-valued Convolutional Neural Networks
most recent commit 4 years ago
Extendedmorphologicalprofiles ⭐ 14
Remote sensed hyperspectral image classification with Spectral-Spatial information provided by the Extended Morphological Profiles
most recent commit 4 years ago
Mdl4ow ⭐ 14
S. Liu, Q. Shi and L. Zhang, "Few-Shot Hyperspectral Image Classification With Unknown Classes Using Multitask Deep Learning," in IEEE Transactions on Geoscience and Remote Sensing, doi: 10.1109/TGRS.2020.3018879.
most recent commit 3 years ago
Ldm_hsi_classification ⭐ 8
JEI 2016: Large margin distribution machine for hyperspectral image classification
most recent commit 7 years ago
Specpatconv3d Network ⭐ 8
An implementation of the neural network described in "Convolution Based Spectral Partitioning Architecture for Hyperspectral Image Classification"
most recent commit 4 years ago
Flood Data Api ⭐ 7
Flood Map Tile Server built with FastAPI and TiTiler
most recent commit a year ago
Demo_dhcnn_for_tgrs2021 ⭐ 6
A novel deep hashing method (DHCNN) for remote sensing image retrieval and classification, which was pulished in IEEE Trans. Geosci. Remote Sens., 2021.
most recent commit 2 years ago
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