mhaut/pResNet-HSI

Source code of "Deep Pyramidal Residual Networks for Spectral–Spatial Hyperspectral Image Classification"

Deep Pyramidal Residual Networks for Spectral–Spatial Hyperspectral Image Classification

The Code for "Deep Pyramidal Residual Networks for Spectral–Spatial Hyperspectral Image Classification". [https://ieeexplore.ieee.org/document/8445697]

M. E. Paoletti, J. M. Haut, R. Fernandez-Beltran, J. Plaza, A. Plaza and F. Pla
Deep Pyramidal Residual Networks for Spectral–Spatial Hyperspectral Image Classification
IEEE Transactions on Geoscience and Remote Sensing
DOI: 10.1109/TGRS.2018.2860125
vol. 57, no. 2, pp. 740-754, February 2019.

Example of use

Download datasets

sh retrieveData.sh

Run code

Without Validation
python main.py --epochs 200 --alpha 100 --tr_bsize 100 --lr 0.1 --spatialsize 11 --dataset IP --inplanes 32

With Validation
python main.py --use_val --val_percent 0.2 --epochs 200 --alpha 100 --tr_bsize 100 --lr 0.1 --spatialsize 11 --dataset IP --inplanes 32