chunyangc

hif-benchmarking

🌇🌆 Benchmarking of Hyperspectral Image Fusion methods 🏙🌃

IEEE_TNNLS_EGU-Net

Danfeng Hong, Lianru Gao, Jing Yao, Naoto Yokoya, Jocelyn Chanussot, Uta Heiden, Bing Zhang. Endmember-Guided Unmixing Network (EGU-Net): A General Deep Learning Framework for Self-Supervised Hyperspectral Unmixing, IEEE TNNLS, 2021.

GIMP-ML

AI for GNU Image Manipulation Program

SAED_TGRS

X. Wang, Y. Zhong, C. Cui, L. Zhang and Y. Xu, "Autonomous Endmember Detection via an Abundance Anomaly Guided Saliency Prior for Hyperspectral Imagery," in IEEE Transactions on Geoscience and Remote Sensing, vol. 59, no. 3, pp. 2336-2351, March 2021, doi: 10.1109/TGRS.2020.3001353.

uSDN

Unsupervised hyperspectral image super-resolution

robust-nmf

Python PyTorch (GPU) and NumPy (CPU)-based port of Févotte and Dobigeon's robust-NMF algorithm appearing in "Nonlinear hyperspectral unmixing with robust nonnegative matrix factorization."

earthlib-legacy

Spectral endmembers and unmixing tools for satellite land cover mapping.

FreeNet

FPGA: Fast Patch-Free Global Learning Framework for Fully End-to-End Hyperspectral Image Classification

SGSNMF_TGRS

X. Wang, Y. Zhong, L. Zhang, and Y. Xu, “Spatial Group Sparsity Regularized Nonnegative Matrix Factorization for Hyperspectral Unmixing,” IEEE Transactions on Geoscience and Remote Sensing, vol. 55, no. 11, pp.6287-6304, 2017.

d2l-en

Interactive deep learning book with multi-framework code, math, and discussions. Adopted at 500 universities from 70 countries including Stanford, MIT, Harvard, and Cambridge.

interpy-zh

📘《Python进阶》（Intermediate Python - Chinese Version）

pytorch-beginner

pytorch tutorial for beginners

mit-deep-learning-book-pdf

MIT Deep Learning Book in PDF format (complete and parts) by Ian Goodfellow, Yoshua Bengio and Aaron Courville

Dive-into-DL-PyTorch

本项目将《动手学深度学习》(Dive into Deep Learning)原书中的MXNet实现改为PyTorch实现。

attention-cnn

Source code for "On the Relationship between Self-Attention and Convolutional Layers"

design-resource

A list of design resources.

epslatex-cn

epslatex version 3 中译本

wtfpython

What the f*ck Python? 😱

good-translations

Lihang

Statistical learning methods, 统计学习方法(第2版)[李航] [笔记, 代码, notebook, 参考文献, Errata, lihang]

neural-networks-and-deep-learning

Code samples for my book "Neural Networks and Deep Learning"

SimpleCV

Simplify training, evaluation, prediction in Pytorch

Awesome-pytorch-list

A comprehensive list of pytorch related content on github,such as different models,implementations,helper libraries,tutorials etc.

DeepLearningTutorials-1

Deep Learning与PyTorch入门实战视频教程

matplotlib

matplotlib: plotting with Python

SGSNMF_TGRS

X. Wang, Y. Zhong, L. Zhang, and Y. Xu, “Spatial Group Sparsity Regularized Nonnegative Matrix Factorization for Hyperspectral Unmixing,” IEEE Transactions on Geoscience and Remote Sensing, vol. 55, no. 11, pp.6287-6304, 2017.