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# Deep Learning Models for BigEarthNet-MM with 19 Classes
This repository contains code to use the [BigEarthNet-MM](http://bigearth.net) archive with the nomenclature of 19 classes for deep learning applications. The nomenclature of 19 classes was defined by interpreting and arranging the CORINE Land Cover (CLC) Level-3 nomenclature based on the properties of Sentinel-2 images. This class nomenclature is the product of a collaboration between the [Direção-Geral do Território](http://www.dgterritorio.pt/) in Lisbon, Portugal and the [Remote Sensing Image Analysis (RSiM)](https://www.rsim.tu-berlin.de/) group at TU Berlin, Germany.
This repository contains code to use the multi-modal BigEarthNet (BigEarthNet-MM)[BigEarthNet-MM](http://bigearth.net) archive with the nomenclature of 19 classes for deep learning applications. The nomenclature of 19 classes was defined by interpreting and arranging the CORINE Land Cover (CLC) Level-3 nomenclature based on the properties of Sentinel-2 images. This class nomenclature is the product of a collaboration between the [Direção-Geral do Território](http://www.dgterritorio.pt/) in Lisbon, Portugal and the [Remote Sensing Image Analysis (RSiM)](https://www.rsim.tu-berlin.de/) group at TU Berlin, Germany.
A paper describing the creation of the nomenclature of 19 classes is currently under review and will be referenced here in the future.
A paper describing BigEarthNet-MM and the creation of the nomenclature of 19 classes is currently under review and will be referenced here in the future.
## Pre-trained Deep Learning Models
We provide code and model weights for the following deep learning models that have been pre-trained on BigEarthNet-MM with the nomenclature of 19 classes for scene classification:
......@@ -9,7 +9,6 @@ We provide code and model weights for the following deep learning models that ha
| Model Names | Pre-Trained TensorFlow Models |
| ------------ | ------------------------------------------------------------ |
| K-Branch CNN | [K-BranchCNN.zip](http://bigearth.net/static/pretrained-models/BigEarthNet-MM_19-Classes/K-BranchCNN.zip) |
| VGG16 | [VGG16.zip](http://bigearth.net/static/pretrained-models/BigEarthNet-MM_19-Classes/VGG16.zip) |
| VGG19 | [VGG19.zip](http://bigearth.net/static/pretrained-models/BigEarthNet-MM_19-Classes/VGG19.zip) |
| ResNet50 | [ResNet50.zip](http://bigearth.net/static/pretrained-models/BigEarthNet-MM_19-Classes/ResNet50.zip) |
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