CNN-SoilTextureClassification

Soil classifier

A framework for training and utilizing 1D CNN models for soil texture classification from hyperspectral data

1-dimensional convolutional neural networks (CNN) for the classification of soil texture based on hyperspectral data

GitHub

58 stars
4 watching
16 forks
Language: Python
last commit: over 4 years ago
Linked from 1 awesome list

1d-cnnclassificationcnnconferenceconvolutional-neural-networkshyperspectral-datapublicationpublication-codesoil-texture-classification

Backlinks from these awesome lists:

Related projects:

RepositoryDescriptionStars
felixriese/hyperspectral-soilmoisture-datasetProvides hyperspectral and soil-moisture data from a field campaign43
julienmoeys/soiltextureA package providing tools to classify and analyze soil texture based on soil particle size distribution.28
kgpml/hyperspectralDeveloping Deep Learning models for classifying land covers in hyperspectral images using Neural Networks298
fomorians/highway-cnnA deep learning framework for training highway networks on image data using convolutional neural networks57
shawn1993/cnn-text-classification-pytorchAn implementation of Kim's Convolutional Neural Networks for Sentence Classification in PyTorch1,022
computational-plant-science/dirtAutomated high-throughput root phenotyping platform using image processing and machine learning algorithms.25
aramcharan/us_soilgrids100mA dataset and model for predicting soil properties and classes at high spatial resolution using machine learning and remote sensing data.35
yonghaoxu/rpnetMatlab implementation of a deep learning-based method for classifying hyperspectral images56
bmirds/deepslideClassifies high-resolution microscopy images of lung adenocarcinoma using deep neural networks with a sliding window framework.494
terrychenism/deformable-convnetsA software framework implementing Deformable Convolutional Networks for object detection and image segmentation tasks160
xiayandi/pytorch_text_classificationAn implementation of convolutional neural networks for text classification using PyTorch66
pv-lab/autoxrdAutomates XRD pattern classification using CNNs and data augmentation50
cauchyturing/ucr_time_series_classification_deep_learning_baselineDeveloping and evaluating deep learning models for time series classification with a focus on interpretability and deployability.682
weecology/deeptreeattentionAn implementation of a deep learning model for tree species classification from hyperspectral images120
felixgwu/img_classification_pk_pytorchA PyTorch project for comparing image classification models and facilitating quick experiment setup366