tsakiridis / cnn-lucasLinks
Python code for the paper "Simultaneous prediction of soil properties from VNIR--SWIR spectra using a localized multi-channel 1-D convolutional neural network" published in Geoderma.
☆12Updated 5 years ago
Alternatives and similar repositories for cnn-lucas
Users that are interested in cnn-lucas are comparing it to the libraries listed below
Sorting:
- Three Methods for Extracting Soil Nutrient Spectral Characteristics☆11Updated 2 years ago
- Source code to Rußwurm & Körner 2019. Self-Attention for Raw Optical Satellite Time Series Classification☆161Updated 11 months ago
- Hyperspectral Processing Scripts for the HydReSGeo Dataset☆17Updated 4 years ago
- Understanding the Role of Receptive Field of Convolutional Neural Network for Cloud Detection in Landsat 8 OLI Imagery☆24Updated 3 years ago
- Semantic-segmentation-methods-for-landslide-detection☆28Updated 4 years ago
- Wavelength selection in spectroscopy☆74Updated 2 years ago
- This is the source code of our data processing tool that we used for processing hyperspectral data in our paper (Apple Surface Pesticide …☆19Updated 5 years ago
- ☆38Updated 2 years ago
- This part of the code is my thesis code written in 2021. Contains GEE code and matable code. All codes have source code links in the firs…☆11Updated 3 years ago
- Tools for training and using unsupervised autoencoders and supervised deep learning classifiers for hyperspectral data.☆117Updated 5 years ago
- [RSE 2021] Crop mapping from image time series: deep learning with multi-scale label hierarchies☆64Updated last year
- Common preprocessing such as sg, msc, SNV, first-order derivative, second-order derivative, etc.☆105Updated 2 years ago
- Bin-Zh / Three-dimensional-convolutional-neural-network-model-for-tree-species-classification-using-airborne-Three-dimensional convolutional neural network model for tree species classification using airborne hyperspectral images☆25Updated 9 months ago
- Using CNN-LSTM deep learning model for digital soil mapping. This is the code for paper "Zhang et al. A CNN-LSTM model for soil organic c…☆71Updated last year
- The source code of TFBS model☆13Updated 3 years ago
- Unsupervised Spatial-Spectral Feature Learning by 3-Dimensional Convolutional Autoencoder for Hyperspectral Classification☆93Updated 4 years ago
- ☆27Updated last year
- Official implementation of "DeepCropMapping: A multi-temporal deep learning approach with improved spatial generalizability for dynamic c…☆63Updated 4 years ago
- A Satellite Time Series Dataset for Crop Type Identification☆205Updated 3 years ago
- ☆25Updated 2 years ago
- 西南山区植被对水文气候变化的非线性响应量化研究,包括MODIS、GLDAS、Rs数据的预处理以及CNN-LSTM模型的搭建、训练和特征重要性分析.☆19Updated last year
- Reconstructing seamless harmonized Landsat Sentinel-2 (HLS) time series using self-supervised learning☆13Updated 3 weeks ago
- Hyperspectral image generator with augmentation for Keras☆42Updated 11 months ago
- Repository with the code used in the paper Landslide Segmentation with Unet: Evaluating Different Sampling Methods and Patch Sizes☆13Updated 2 years ago
- Deep learning models for remote sensing applications☆188Updated last year
- Implementation of Hang et al. 2020 "Hyperspectral Image Classification with Attention Aided CNNs" for tree species prediction☆127Updated last year
- Co-seismic landslide detection using ResUnet☆34Updated last year
- ☆60Updated 3 years ago
- Multi-sensor and Multi-scale data fusion through Convolutional Neural Networks☆8Updated 4 years ago
- Classification task for predicting landslides based on GIS maps using locally aligned convolutional neural networks. This work is license…☆45Updated 5 years ago