Skip to content

Instantly share code, notes, and snippets.

@mrmartin
Created May 6, 2019 12:07
Show Gist options
  • Save mrmartin/f4198d0d97b8896d8a2a84048f12918d to your computer and use it in GitHub Desktop.
Save mrmartin/f4198d0d97b8896d8a2a84048f12918d to your computer and use it in GitHub Desktop.
Read, process and display ESA proposal sample data
clear spectral_collage
cd /media/martin/data/ESA_GANGA/TASI-examples/
%read and display
file = fopen('TASI_2018_07_18_124001.cc.dc.rc2bb.sc.rY.sum12.Norb_g.dat.atmY.24-bands.BBT.dat');
im = fread(file,'float');
im = reshape(im,[1754,1713])';
im(im==0)=315;
subplot(2,3,1)
imagesc(im)
colorbar
title('BBT')
fclose(file);
%read and display
file = fopen('TASI_2018_07_18_124001.cc.dc.rc2bb.sc.rY.sum12.Norb_g.dat.atmY.24-bands.LST.dat');
im = fread(file,'float');
im = reshape(im,[1754,1713])';
im(im==0)=315;
subplot(2,3,2)
imagesc(im)
colorbar
title('LST')
fclose(file);
%read and display
file = fopen('TASI_2018_07_18_124001.cc.dc.rc2bb.sc.rY.sum12.Norb_g.dat.atmY.24-bands.LSE.dat');
im = fread(file,'float');
wavelengths = [8602.250, 8711.750, 8821.250, 8930.750, 9040.250, 9149.750, 9259.250, 9368.750, 9806.750, 9916.250, 10025.750, 10135.250, 10244.750, 10354.250, 10463.750, 10573.250, 10682.750, 10792.250, 10901.750, 11011.250, 11120.750, 11230.250, 11339.750, 11449.250];
im = reshape(im,[1754,1713,24]);
im=permute(im,[2 1 3]);
%im(im==0)=min(im(im>0));
subplot(2,3,3)
divisions=linspace(1,size(im,2),length(wavelengths));
for i = 1:23
spectral_collage(:,int32(divisions(i):divisions(i+1)))=im(:,int32(divisions(i):divisions(i+1)),i);
end
imagesc(spectral_collage)
colorbar
title(['LSE spectral collage (' int2str(size(im,3)) ' channels)'])
fclose(file);
%read and display
file = fopen('TASI_2018_07_18_124001.cc.dc.rc2bb.sc.rY.sum12.Norb_g.dat.atmY.24-bands.LLL.dat');
im = fread(file,'float');
im = reshape(im,[1754,1713,24]);
im=permute(im,[2 1 3]);
im(im==0)=min(im(im>0));
subplot(2,3,4)
divisions=linspace(1,size(im,2),length(wavelengths));
for i = 1:23
spectral_collage(:,int32(divisions(i):divisions(i+1)))=im(:,int32(divisions(i):divisions(i+1)),i);
end
imagesc(spectral_collage)
colorbar
title(['LLL spectral collage (' int2str(size(im,3)) ' channels)'])
fclose(file);
im = load('TASI_2018_07_18_124001.cc.dc.rc2bb.sc.rY.sum12.Norb_g.pix.hdr.mat');
im = im.arr;
im(im==0)=min(im(im>0));
subplot(2,3,5)
divisions=floor(linspace(1,size(im,2),size(im,3)));
for i = 1:size(im,3)-1
spectral_collage(:,int32(divisions(i):divisions(i+1)))=im(:,int32(divisions(i):divisions(i+1)),i);
end
imagesc(spectral_collage)
colorbar
title(['Landsat(?) spectral collage (' int2str(size(im,3)) ' channels)'])
cd /media/martin/data/ESA_GANGA/HyPlant-examples/
file = fopen('20180718-S3IT-1240-3050-L3-S-DUAL_radiance_img_atm_pol_smcorr-rect.bsq');
im=fread(file,'int16');
im=reshape(im,[1566,1421,626]);
im=permute(im,[2 1 3]);
divisions=floor(linspace(1,size(im,2),size(im,3)));
clear spectral_collage
for i = 1:size(im,3)-1
spectral_collage(:,int32(divisions(i):divisions(i+1)))=im(:,int32(divisions(i):divisions(i+1)),i);
end
subplot(2,3,6)
imagesc(spectral_collage)
title(['HyPlant spectral collage (' int2str(size(im,3)) ' channels)'])
colorbar
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"from matplotlib.pyplot import imshow\n",
"#%matplotlib inline\n",
"%pylab inline\n",
"pylab.rcParams['figure.figsize'] = (15, 10)\n",
"\n",
"from spectral import *\n",
"\n",
"file_hdr = '/media/martin/data/ESA_GANGA/TASI-examples/TASI_2018_07_18_124001.cc.dc.rc2bb.sc.rY.sum12.Norb_g.pix.hdr'\n",
"CASI_op = envi.open(file_hdr)\n",
"CASI = CASI_op.open_memmap(writeable=True)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(1713, 1756, 32)"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"CASI.shape"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"ImageView object:\n",
" Display bands : [0]\n",
" Interpolation : <default>\n",
" RGB data limits :\n",
" R: [0.0, 1180.440185546875]\n",
" G: [0.0, 1180.440185546875]\n",
" B: [0.0, 1180.440185546875]"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1080x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"imshow(CASI[:,:,0], cmap='gray')"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.7"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment