GitPlanet

Cheap and reliable Node.js hosting starts at $3/month, and $1/month static HTML hosting

Created with love in Canada, visit hostnodejs.com today

Feel like to post an Ad? Learn Details
All Projects → AnkurDeria → HSI-Traditional-to-Deep-Models

AnkurDeria / HSI-Traditional-to-Deep-Models

Licence: other
Pytorch and Keras Implementations of Hyperspectral Image Classification -- Traditional to Deep Models: A Survey for Future Prospects.

Programming Languages

Jupyter Notebook
11667 projects
python
139335 projects - #7 most used programming language

Labels

deep-learningremote-sensingimage-classificationconvolutional-neural-networkshyperspectral-image-classificationhyperspectral-imagingremote-sensing-imagehsi-classification

Projects that are alternatives of or similar to HSI-Traditional-to-Deep-Models

ExtendedMorphologicalProfiles
Remote sensed hyperspectral image classification with Spectral-Spatial information provided by the Extended Morphological Profiles
Stars: ✭ 32 (-55.56%)
Mutual labels:  remote-sensing, hyperspectral-image-classification, hyperspectral-imaging
Python-for-Remote-Sensing
python codes for remote sensing applications will be uploaded here. I will try to teach everything I learn during my projects in here.
Stars: ✭ 20 (-72.22%)
Mutual labels:  remote-sensing, hyperspectral-image-classification, hyperspectral-imaging
Marta Gan
MARTA GANs: Unsupervised Representation Learning for Remote Sensing Image Classification
Stars: ✭ 75 (+4.17%)
Mutual labels:  remote-sensing, image-classification
biodivMapR
biodivMapR: an R package for α- and β-diversity mapping using remotely-sensed images
Stars: ✭ 18 (-75%)
Mutual labels:  remote-sensing, hyperspectral-imaging
aitlas
AiTLAS implements state-of-the-art AI methods for exploratory and predictive analysis of satellite images.
Stars: ✭ 134 (+86.11%)
Mutual labels:  remote-sensing, image-classification
trends.earth
trends.earth - measure land change
Stars: ✭ 69 (-4.17%)
Mutual labels:  remote-sensing
VoiceNET.Library
.NET library to easily create Voice Command Control feature.
Stars: ✭ 14 (-80.56%)
Mutual labels:  image-classification
spectral
Awesome Spectral Indices for the Google Earth Engine JavaScript API (Code Editor).
Stars: ✭ 68 (-5.56%)
Mutual labels:  remote-sensing
whatfood
Food classification using deep learning
Stars: ✭ 15 (-79.17%)
Mutual labels:  image-classification
live-cctv
To detect any reasonable change in a live cctv to avoid large storage of data. Once, we notice a change, our goal would be track that object or person causing it. We would be using Computer vision concepts. Our major focus will be on Deep Learning and will try to add as many features in the process.
Stars: ✭ 23 (-68.06%)
Mutual labels:  image-classification
caltech birds
A set of notebooks as a guide to the process of fine-grained image classification of birds species, using PyTorch based deep neural networks.
Stars: ✭ 29 (-59.72%)
Mutual labels:  image-classification
DSMSCN
[MultiTemp 2019] Official Tensorflow implementation for Change Detection in Multi-temporal VHR Images Based on Deep Siamese Multi-scale Convolutional Neural Networks.
Stars: ✭ 63 (-12.5%)
Mutual labels:  remote-sensing
Image-Classifier
Final Project of the Udacity AI Programming with Python Nanodegree
Stars: ✭ 63 (-12.5%)
Mutual labels:  image-classification
dea-coastlines
Extracting tidally-constrained annual shorelines and robust rates of coastal change from freely available Earth observation data at continental scale
Stars: ✭ 24 (-66.67%)
Mutual labels:  remote-sensing
wildflower-finder
Image classification of wildflowers using deep residual learning and convolutional neural nets
Stars: ✭ 25 (-65.28%)
Mutual labels:  image-classification
general backbone
No description or website provided.
Stars: ✭ 37 (-48.61%)
Mutual labels:  image-classification
robotics-level-4
This repo contains projects created using TensorFlow-Lite on Raspberry Pi and Teachable Machine. AI and ML capabilities have been integrated with Robot's software.
Stars: ✭ 34 (-52.78%)
Mutual labels:  image-classification
Swin-Transformer
This is an official implementation for "Swin Transformer: Hierarchical Vision Transformer using Shifted Windows".
Stars: ✭ 8,046 (+11075%)
Mutual labels:  image-classification
CRC4Docker
Python scripts for the textbook "Image Analysis, Classification and Change Detection in Remote Sensing, Fourth Revised Edition"
Stars: ✭ 84 (+16.67%)
Mutual labels:  remote-sensing
deep-active-learning-pytorch
A PyTorch toolkit with 8 popular deep active learning query methods implemented.
Stars: ✭ 47 (-34.72%)
Mutual labels:  image-classification
View All Similar Projects ➔

The repository contains the implementations for Hyperspectral Image Classification -- Traditional to Deep Models: A Survey for Future Prospects.

Models

Currently, the following traditional machine learning methods are available:

Currently, the following deep learning methods are available:

Currently, the following convolutional feature extraction methods are available:

If you have questions or suggestions, please feel free to open an issue. Please cite as:

@article{ahmad2021hyperspectral,
  title={Hyperspectral Image Classification--Traditional to Deep Models: A Survey for Future Prospects},
  author={Muhammad Ahmad, and Sidrah Shabbir, and Swalpa Kumar Roy, and Danfeng Hong, and Xin Wu, and Jing Yao, and Adil Mehmood Khan, and Manuel Mazzara, and Salvatore Distefano, and Jocelyn Chanussot},
  journal={IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing},
  year={2022},
  volume={15},
  pages={968-999},
  doi={10.1109/JSTARS.2021.3133021},
  publisher={IEEE}
}

Acknowledgement

Part of this code is from a implementation of Classification of HSI using CNN by BehnoodRasti and mhaut.

Note that the project description data, including the texts, logos, images, and/or trademarks, for each open source project belongs to its rightful owner. If you wish to add or remove any projects, please contact us at [email protected].