Write improved IASI images... This wasn't easy...

This commit is contained in:
Aang23 2021-06-15 22:47:00 +02:00
parent bda972e50c
commit fbb3ac20d3
6 changed files with 263 additions and 4 deletions

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@ -0,0 +1,164 @@
#include "fft.h"
#include <fftw3.h>
namespace image
{
/*
I spent hours trying to make this work... And ended up taking a look at
https://github.com/rpeyron/plugin-gimp-fourier/blob/main/fourier.c
and porting it over.
All credits go to the original authors.
*/
float normalize(int x, int y, int width, int height)
{
float cx = (float)abs(x - width / 2);
float cy = (float)abs(y - height / 2);
float energy = (sqrt(cx) + sqrt(cy));
return energy * energy;
}
int round_gint(float value)
{
float floored = floor(value);
if (value - floored > 0.5)
{
return (int)(floored + 1);
}
return (int)floored;
}
int boost(float value)
{
float bounded = fabs(value / 40960.0);
int boosted = round_gint(32768 * sqrt(bounded));
boosted = (value > 0) ? boosted : -boosted;
return boosted;
}
float unboost(float value)
{
float bounded = fabs(value / 32768.0);
float unboosted = 40960.0 * bounded * bounded;
unboosted = (value > 0) ? unboosted : -unboosted;
return unboosted;
}
unsigned short get_scaled(int i)
{
return (unsigned short)(i >= (int)32768) ? 65535 : ((i <= (int)-32768) ? 0 : i + 32768);
}
float get_unscaled(unsigned short c)
{
return (float)(c)-32768.0;
}
int pixel_imag(int row, int col, int h, int w)
{
if (row == 0 && h % 2 == 0 || row == h / 2)
return col > w / 2;
else
return row > h / 2;
}
void map(int row, int col, int h, int w, int *row2, int *col2)
{
*row2 = (row + (h + 1) / 2) % h; /* shift origin */
*col2 = (col + (w + 1) / 2) % w;
if (*col2 > w / 2)
{ /* wrap */
*row2 = (h - *row2) % h;
*col2 = w - *col2;
}
*col2 *= 2; /* unit = real number */
if (pixel_imag(row, col, h, w))
(*col2)++; /* take imaginary part */
}
void fft_forward(cimg_library::CImg<unsigned short> &image)
{
int w = image.width();
int h = image.height();
int pad = (w & 1) ? 1 : 2;
float *fft_in = new float[h * w * 2];
float *fft_out = new float[h * w * 2];
for (int y = 0; y < h; y++)
{
for (int i = 0; i < w; i++)
{
fft_in[y * w + i] = image[y * w + i];
}
}
fftwf_plan p = fftwf_plan_dft_r2c_2d(h, w, fft_in, (fftwf_complex *)fft_out, FFTW_ESTIMATE);
fftwf_execute(p);
int row, col;
for (int y = 0; y < h; y++)
{
for (int i = 0; i < w; i++)
{
map(y, i, h, w, &row, &col);
float v = fft_out[row * (w + pad) + col] / float(w * h);
float norm = normalize(i, y, w, h);
int bounded = boost(v * norm);
image[y * w + i] = get_scaled(bounded);
}
}
int bounded = round_gint((fft_out[0] / float(w * h)) - 32768.0);
image[(h / 2) * w + (w / 2)] = get_scaled(bounded);
delete[] fft_in;
delete[] fft_out;
fftwf_destroy_plan(p);
}
void fft_inverse(cimg_library::CImg<unsigned short> &image)
{
int w = image.width();
int h = image.height();
int pad = (w & 1) ? 1 : 2;
float *fft_in = new float[h * w * 2];
float *fft_out = new float[h * w * 2];
int row, col;
for (int y = 0; y < h; y++)
{
for (int i = 0; i < w; i++)
{
map(y, i, h, w, &row, &col);
float norm = normalize(i, y, w, h);
float v = get_unscaled(image[y * w + i]);
fft_in[row * (w + pad) + col] = unboost(v) / norm;
}
}
float v = get_unscaled(image[(h / 2) * w + (w / 2)]);
fft_in[0] = v + 32768.0;
fftwf_plan p = fftwf_plan_dft_c2r_2d(h, w, (fftwf_complex *)fft_in, fft_out, FFTW_ESTIMATE);
fftwf_execute(p);
for (int y = 0; y < h; y++)
{
for (int i = 0; i < w; i++)
{
float v = fft_out[y * (w + pad - 2) + i];
image[y * w + i] = v > 65535 ? 65535 : (v < 0 ? 0 : v);
}
}
delete[] fft_in;
delete[] fft_out;
fftwf_destroy_plan(p);
}
}

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@ -0,0 +1,15 @@
#pragma once
#include <cstdint>
#define cimg_use_png
#define cimg_display 0
#include "CImg.h"
namespace image
{
// Forward FFT
void fft_forward(cimg_library::CImg<unsigned short> &image);
// Inverse FFT
void fft_inverse(cimg_library::CImg<unsigned short> &image);
}

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@ -44,6 +44,8 @@ namespace image
image[band_number * width * height + i] = balanced;
}
}
delete[] sorted_array;
}
struct jpeg_error_struct
@ -135,4 +137,45 @@ namespace image
}
}
}
void extract_percentile(cimg_library::CImg<unsigned short> &image, float percentilev1, float percentilev2, int channelCount)
{
int height = image.height();
int width = image.width();
unsigned short *sorted_array = new unsigned short[height * width];
for (int band_number = 0; band_number < channelCount; band_number++)
{
// Load the whole image band into our array
std::memcpy(sorted_array, &image.data()[band_number * width * height], width * height * sizeof(unsigned short));
// Sort it
std::sort(&sorted_array[0], &sorted_array[width * height]);
// Get percentiles
int percentile1 = percentile(sorted_array, width * height, percentilev1);
int percentile2 = percentile(sorted_array, width * height, percentilev2);
for (int i = 0; i < width * height; i++)
{
long balanced = (image[band_number * width * height + i] - percentile1) * 65535.0f / (percentile2 - percentile1);
if (balanced < 0)
balanced = 0;
else if (balanced > 65535)
balanced = 65535;
image[band_number * width * height + i] = balanced;
}
}
delete[] sorted_array;
}
void linear_invert(cimg_library::CImg<unsigned short> &image)
{
for (int i = 0; i < image.width() * image.height(); i++)
{
image[i] = 65535 - image[i];
}
}
}

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@ -15,4 +15,10 @@ namespace image
// Simple despeckle
void simple_despeckle(cimg_library::CImg<unsigned short> &image, int thresold);
// Percentile application
void extract_percentile(cimg_library::CImg<unsigned short> &image, float percentile1, float percentile2, int channelCount = 3);
// Linear invert
void linear_invert(cimg_library::CImg<unsigned short> &image);
}

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@ -1,6 +1,5 @@
#include "iasi_imaging_reader.h"
#include "utils.h"
#include <iostream>
namespace metop
{
@ -45,11 +44,20 @@ namespace metop
lines++;
}
int percentile(unsigned short *array, int size, float percentile)
{
float number_percent = (size + 1) * percentile / 100.0f;
if (number_percent == 1)
return array[0];
else if (number_percent == size)
return array[size - 1];
else
return array[(int)number_percent - 1] + (number_percent - (int)number_percent) * (array[(int)number_percent] - array[(int)number_percent - 1]);
}
cimg_library::CImg<unsigned short> IASIIMGReader::getIRChannel()
{
cimg_library::CImg<unsigned short> img = cimg_library::CImg<unsigned short>(ir_channel, 30 * 64, lines * 64);
img.normalize(0, 65535);
img.equalize(1000);
img.mirror('x');
return img;
}

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@ -7,6 +7,8 @@
#include "logger.h"
#include <filesystem>
#include "imgui/imgui.h"
#include "common/image/image.h"
#include "common/image/fft.h"
#define BUFFER_SIZE 8192
@ -112,7 +114,28 @@ namespace metop
}
logger->info("Channel IR imaging...");
WRITE_IMAGE(iasireader_img.getIRChannel(), directory + "/IASI-IMG.png");
cimg_library::CImg<unsigned short> iasi_imaging = iasireader_img.getIRChannel();
cimg_library::CImg<unsigned short> iasi_imaging_equ = iasi_imaging;
iasi_imaging_equ.equalize(1000);
iasi_imaging_equ.normalize(0, 65535);
WRITE_IMAGE(iasi_imaging_equ, directory + "/IASI-IMG.png");
image::simple_despeckle(iasi_imaging, 10);
image::fft_forward(iasi_imaging);
image::extract_percentile(iasi_imaging, 4.0, 94.0, 1);
image::fft_inverse(iasi_imaging);
cimg_library::CImg<unsigned short> iasi_imaging_equ_denoised = iasi_imaging;
iasi_imaging_equ_denoised.equalize(1000);
iasi_imaging_equ_denoised.normalize(0, 65535);
WRITE_IMAGE(iasi_imaging_equ_denoised, directory + "/IASI-IMG-DENOISED-EQU.png");
image::linear_invert(iasi_imaging);
iasi_imaging.equalize(1000);
iasi_imaging.normalize(0, 65535);
WRITE_IMAGE(iasi_imaging, directory + "/IASI-IMG-DENOISED-EQU-INV.png");
// Output a few nice composites as well
logger->info("Global Composite...");