stim/envi/bsq.h

#ifndef STIM_BSQ_H
#define STIM_BSQ_H
#include "../envi/envi_header.h"
#include "../envi/binary.h"
#include "../envi/bil.h"
#include <cstring>
#include <utility>
#include <vector>
namespace stim{
/**
	The BIP class represents a 3-dimensional binary file stored using band sequential (BSQ) image encoding. The binary file is stored
	such that X-Y "frames" are stored sequentially to form an image stack along the z-axis. When accessing the data sequentially on disk,
	the dimensions read, from fastest to slowest, are X, Y, Z.
	This class is optimized for data streaming, and therefore supports extremely large (terabyte-scale) files. Data is loaded from disk
	on request. Functions used to access data are written to support efficient reading.
*/
template <typename T>
class bsq: public binary<T> {
protected:
	
	std::vector<double> w;	//band wavelengths
	unsigned int offset;
	using binary<T>::R;
	unsigned long X(){
		return R[0];
	}
	unsigned long Y(){
		return R[1];
	}
	unsigned long Z(){
		return R[2];
	}
public:
	using binary<T>::open;
	using binary<T>::file;
	using binary<T>::read_line_01;
	using binary<T>::read_plane_2;
	//using binary<T>::getSlice;
	
	/// Open a data file for reading using the class interface.
	/// @param filename is the name of the binary file on disk
	/// @param X is the number of samples along dimension 1
	/// @param Y is the number of samples (lines) along dimension 2
	/// @param B is the number of samples (bands) along dimension 3
	/// @param header_offset is the number of bytes (if any) in the binary header
	/// @param wavelengths is an optional STL vector of size B specifying a numerical label for each band
	bool open(std::string filename, unsigned int X, unsigned int Y, unsigned int B, unsigned int header_offset, std::vector<double> wavelengths){
		//copy the wavelengths to the BSQ file structure
		w = wavelengths;
		//copy the wavelengths to the structure
		offset = header_offset;
		return open(filename, vec<unsigned int>(X, Y, B), header_offset);
		
	}
	/// Retrieve a single band (based on index) and stores it in pre-allocated memory.
	/// @param p is a pointer to an allocated region of memory at least X * Y * sizeof(T) in size.
	/// @param page <= B is the integer number of the band to be copied.
	bool band_index( T * p, unsigned int page){
		return read_plane_2(p, page);
	}
	/// Retrieve a single band (by numerical label) and stores it in pre-allocated memory.
	/// @param p is a pointer to an allocated region of memory at least X * Y * sizeof(T) in size.
	/// @param wavelength is a floating point value (usually a wavelength in spectral data) used as a label for the band to be copied.
	bool band( T * p, double wavelength){
		//if there are no wavelengths in the BSQ file
		if(w.size() == 0)
			return band_index(p, (unsigned int)wavelength);
		unsigned int XY = X() * Y();	//calculate the number of pixels in a band
		unsigned page = 0;                
		//get the two neighboring bands (above and below 'wavelength')
		//if wavelength is smaller than the first one in header file
		if ( w[page] > wavelength ){
			band_index(p, page);
			return true;
		}
		while( w[page] < wavelength )
		{
			page++;
			//if wavelength is larger than the last wavelength in the header file
			//	(the wavelength is out of bounds)
			if (page == Z()) {
				band_index(p, Z()-1);		//return the last band
				return true;
			}
		}
		//when the page counter points to the first band above 'wavelength'
		if ( wavelength < w[page] ){
			//do the interpolation
			T * p1;
			T * p2;
			p1=(T*)malloc( XY * sizeof(T));                     //memory allocation
			p2=(T*)malloc( XY * sizeof(T));
			band_index(p1, page - 1);
			band_index(p2, page );
			for(unsigned i=0; i < XY; i++){
				double r = (double) (wavelength - w[page-1]) / (double) (w[page] - w[page-1]);
				p[i] = (p2[i] - p1[i]) * r + p1[i];
			}
			free(p1);
			free(p2);
		}
		//if the wavelength is equal to a wavelength in header file
		else{
			band_index(p, page);		//return the band
		}
		return true;
	}
	/// Retrieve a single spectrum (Z-axis line) at a given (x, y) location and stores it in pre-allocated memory.
	/// @param p is a pointer to pre-allocated memory at least B * sizeof(T) in size.
	/// @param x is the x-coordinate (dimension 1) of the spectrum.
	/// @param y is the y-coordinate (dimension 2) of the spectrum.
	bool spectrum(T * p, unsigned x, unsigned y){
		return read_line_01(p, x, y);
	}
	/// Retrieve a single pixel and stores it in pre-allocated memory.
	/// @param p is a pointer to pre-allocated memory at least sizeof(T) in size.
	/// @param n is an integer index to the pixel using linear array indexing.
	bool pixel(T * p, unsigned n){
		unsigned bandnum = X() * Y();		//calculate numbers in one band
		if ( n >= bandnum){							//make sure the pixel number is right
			std::cout<<"ERROR: sample or line out of range"<<std::endl;
			return false;
		}
		file.seekg(n * sizeof(T), std::ios::beg);           //point to the certain pixel
		for (unsigned i = 0; i < Z(); i++)
		{
			file.read((char *)(p + i), sizeof(T));
			file.seekg((bandnum - 1) * sizeof(T), std::ios::cur);    //go to the next band
		}
		return true;	
	}
	/// Perform baseline correction given a list of baseline points and stores the result in a new BSQ file.
	/// @param outname is the name of the output file used to store the resulting baseline-corrected data.
	/// @param wls is the list of baseline points based on band labels.	
	bool baseline(std::string outname, std::vector<double> wls )
	{
		unsigned N = wls.size();			//get the number of baseline points
		std::ofstream target(outname.c_str(), std::ios::binary);	//open the target binary file
		std::string headername = outname + ".hdr";              //the header file name
		//simplify image resolution
		unsigned int B = Z();		//calculate the number of bands
		unsigned int XY = X() * Y();	//calculate the number of pixels in a band
		unsigned int S = XY * sizeof(T);		//calculate the number of bytes in a band
		double ai, bi;	//stores the two baseline points wavelength surrounding the current band
		double ci;		//stores the current band's wavelength
		unsigned control=0;
		T * a;					//pointers to the high and low band images
		T * b;
		T * c;				//pointer to the current image
		a = (T*)malloc( S );     //memory allocation
		b = (T*)malloc( S ); 
		c = (T*)malloc( S ); 
		if (a == NULL || b == NULL || c == NULL){
			std::cout<<"ERROR: error allocating memory";
			exit(1);
		}
		//initialize lownum, highnum, low, high		
		ai=w[0];
		//if no baseline point is specified at band 0,
			//set the baseline point at band 0 to 0
		if(wls[0] != w[0]){
			bi = wls[control];			
			memset(a, (char)0, S);
		}
		//else get the low band
		else{
			control += 1;
			band(a, ai);
			bi = wls[control];
		}
		//get the high band
		band(b, bi);
		//correct every band 
		for(unsigned cii = 0; cii < B; cii++){
			//update baseline points, if necessary
			if( w[cii] >= bi && cii != B - 1) {
				//if the high band is now on the last BL point?
				if (control != N-1) {
					control++;		//increment the index
					std::swap(a, b);	//swap the baseline band pointers
					ai = bi;
					bi = wls[control];
					band(b, bi);
				}
				//if the last BL point on the last band of the file?
				else if ( wls[control] < w[B - 1]) {
					std::swap(a, b);	//swap the baseline band pointers
					memset(b, (char)0, S);	//clear the high band
					ai = bi;
					bi = w[B - 1];
				}
			}
			//get the current band
			band_index(c, cii);
			ci = w[cii];
			
			//perform the baseline correction
			for(unsigned i=0; i < XY; i++){
				double r = (double) (ci - ai) / (double) (bi - ai);
				c[i] =(T) ( c[i] - (b[i] - a[i]) * r - a[i] );
			}
			
			target.write(reinterpret_cast<const char*>(c), S);   //write the corrected data into destination
		
		}	
		//header.save(headername);         //save the new header file
		
		free(a);
		free(b);
		free(c);
		target.close();
		return true;
	}
	/// Normalize all spectra based on the value of a single band, storing the result in a new BSQ file.
	/// @param outname is the name of the output file used to store the resulting baseline-corrected data.
	///	@param w is the label specifying the band that the hyperspectral image will be normalized to.
	///	@param t is a threshold specified such that a spectrum with a value at w less than t is set to zero. Setting this threshold allows the user to limit division by extremely small numbers.
	bool normalize(std::string outname, double w, double t = 0.0)
	{
		unsigned int B = Z();		//calculate the number of bands
		unsigned int XY = X() * Y();	//calculate the number of pixels in a band
		unsigned int S = XY * sizeof(T);		//calculate the number of bytes in a band
		std::ofstream target(outname.c_str(), std::ios::binary);	//open the target binary file
		std::string headername = outname + ".hdr";              //the header file name
		T * b;					//pointers to the certain wavelength band
		T * c;				//pointer to the current image
		b = (T*)malloc( S );     //memory allocation
		c = (T*)malloc( S ); 
		band(b, w);             //get the certain band into memory
		for(unsigned j = 0; j < B; j++)
		{
			band_index(c, j);                     //get the current band into memory
			for(unsigned i = 0; i < XY; i++)
			{
				if(b[i] < t)
					c[i] = (T)0.0;
				else
					c[i] = c[i] / b[i];
			}
			target.write(reinterpret_cast<const char*>(c), S);   //write normalized data into destination
		}
		//header.save(headername);         //save the new header file
		
		free(b);
		free(c);
		target.close();
		return true;
	}
	
	/// Convert the current BSQ file to a BIP file with the specified file name.
	/// @param outname is the name of the output BIP file to be saved to disk.
	bool bip(std::string outname)
	{
		std::string temp = outname + "_temp";
		std::string headtemp = temp + ".hdr";
		//first creat a temporary bil file and convert bsq file to bil file
		bil(temp);
		stim::bil<T> n;
		if(n.open(temp, X(), Y(), Z(), offset, w)==false){        //open infile
			std::cout<<"ERROR: unable to open input file"<<std::endl;
			exit(1);
		}
		//then convert bil file to bip file
		n.bip(outname);
		n.close();
		remove(temp.c_str());
		remove(headtemp.c_str());
		return true;
	}
	/// Convert the current BSQ file to a BIL file with the specified file name.
	/// @param outname is the name of the output BIL file to be saved to disk.
	bool bil(std::string outname)
	{
		//simplify image resolution
		unsigned int L = X() * Z() * sizeof(T);		//calculate the number of bytes of a ZX slice
		unsigned int jump = (Y() - 1) * X() * sizeof(T);
		
		std::ofstream target(outname.c_str(), std::ios::binary);
		std::string headername = outname + ".hdr";
		
		T * p;			//pointer to the current spectrum
		p = (T*)malloc(L);
		
		for ( unsigned i = 0; i < Y(); i++)
		{
			file.seekg(X() * i * sizeof(T), std::ios::beg);
			for ( unsigned j = 0; j < Z(); j++ )
			{
				file.read((char *)(p + j * X()), sizeof(T) * X());
				file.seekg(jump, std::ios::cur);    //go to the next band	
			}					
			target.write(reinterpret_cast<const char*>(p), L);   //write XZ slice data into target file	
		}
		//header.interleave = rts::envi_header::BIL;  //change the type of file in header file
		//header.save(headername);
		
		free(p);
		target.close();
		return true;
	}
	/// Return a baseline corrected band given two adjacent baseline points and their bands. The result is stored in a pre-allocated array.
	/// @param lb is the label value for the left baseline point
	/// @param rb is the label value for the right baseline point
	/// @param lp is a pointer to an array holding the band image for the left baseline point
	/// @param rp is a pointer to an array holding the band image for the right baseline point
	/// @param wavelength is the label value for the requested baseline-corrected band
	/// @param result is a pointer to a pre-allocated array at least X * Y * sizeof(T) in size.
	bool baseline_band(double lb, double rb, T* lp, T* rp, double wavelength, T* result){
		unsigned XY = X() * Y();
		band(result, wavelength);		//get band
		//perform the baseline correction
		double r = (double) (wavelength - lb) / (double) (rb - lb);
		for(unsigned i=0; i < XY; i++){
			result[i] =(T) (result[i] - (rp[i] - lp[i]) * r - lp[i] );
		}
		return true;
	}
	/// Return a baseline corrected band given two adjacent baseline points. The result is stored in a pre-allocated array.
	/// @param lb is the label value for the left baseline point
	/// @param rb is the label value for the right baseline point
	/// @param bandwavelength is the label value for the desired baseline-corrected band
	/// @param result is a pointer to a pre-allocated array at least X * Y * sizeof(T) in size.
	bool height(double lb, double rb, double bandwavelength, T* result){
		T* lp;
		T* rp;
		unsigned XY = X() * Y();
		unsigned S = XY * sizeof(T);
		lp = (T*) malloc(S);			//memory allocation
		rp = (T*) malloc(S);
		band(lp, lb);
		band(rp, rb);		
		baseline_band(lb, rb, lp, rp, bandwavelength, result);
		free(lp);
		free(rp);
		return true;
	}
	/// Calculate the area under the spectrum between two specified points and stores the result in a pre-allocated array.
	/// @param lb is the label value for the left baseline point
	/// @param rb is the label value for the right baseline point
	/// @param lab is the label value for the left bound (start of the integration)
	/// @param rab is the label value for the right bound (end of the integration)
	/// @param result is a pointer to a pre-allocated array at least X * Y * sizeof(T) in size
	bool area(double lb, double rb, double lab, double rab, T* result){
		T* lp;	//left band pointer
		T* rp;	//right band pointer
		T* cur;		//current band 1
		T* cur2;	//current band 2
		unsigned XY = X() * Y();
		unsigned S = XY * sizeof(T);
		lp = (T*) malloc(S);			//memory allocation
		rp = (T*) malloc(S);
		cur = (T*) malloc(S);
		cur2 = (T*) malloc(S);
		memset(result, (char)0, S);
		//find the wavelenght position in the whole band
		unsigned int n = w.size();
		unsigned int ai = 0;		//left bound position
		unsigned int bi = n - 1;		//right bound position
		//to make sure the left and the right bound are in the bandwidth
		if (lb < w[0] || rb < w[0] || lb > w[n-1] || rb >w[n-1]){
			std::cout<<"ERROR: left bound or right bound out of bandwidth"<<std::endl;
			exit(1);
		}
		//to make sure rigth bound is bigger than left bound
		else if(lb > rb){
			std::cout<<"ERROR: right bound should be bigger than left bound"<<std::endl;
			exit(1);
		}
		//get the position of lb and rb
		while (lab >= w[ai]){
			ai++;
		}
		while (rab <= w[bi]){
			bi--;
		}
		band(lp, lb);
		band(rp, rb);
		//calculate the beginning and the ending part
		baseline_band(lb, rb, lp, rp, rab, cur2);		//ending part
		baseline_band(lb, rb, lp, rp, w[bi], cur);
		for(unsigned j = 0; j < XY; j++){
			result[j] += (rab - w[bi]) * (cur[j] + cur2[j]) / 2.0;
		}
		baseline_band(lb, rb, lp, rp, lab, cur2);		//beginnning part
		baseline_band(lb, rb, lp, rp, w[ai], cur);
		for(unsigned j = 0; j < XY; j++){	
			result[j] += (w[ai] - lab) * (cur[j] + cur2[j]) / 2.0;
		}
		//calculate the area
		ai++;
		for(unsigned i = ai; i <= bi ;i++)
		{
			baseline_band(lb, rb, lp, rp, w[ai], cur2);
			for(unsigned j = 0; j < XY; j++)
			{
				result[j] += (w[ai] - w[ai-1]) * (cur[j] + cur2[j]) / 2.0; 
			}
			std::swap(cur,cur2);		//swap the band pointers
		}
		free(lp);
		free(rp);
		free(cur);
		free(cur2);
		return true;
	}
	/// Compute the ratio of two baseline-corrected peaks. The result is stored in a pre-allocated array.
	/// @param lb1 is the label value for the left baseline point for the first peak (numerator)
	/// @param rb1 is the label value for the right baseline point for the first peak (numerator)
	/// @param pos1 is the label value for the first peak (numerator) position
	/// @param lb2 is the label value for the left baseline point for the second peak (denominator)
	/// @param rb2 is the label value for the right baseline point for the second peak (denominator)
	/// @param pos2 is the label value for the second peak (denominator) position
	/// @param result is a pointer to a pre-allocated array at least X * Y * sizeof(T) in size
	bool ph_to_ph(double lb1, double rb1, double pos1, double lb2, double rb2, double pos2, T * result){
		T* p1 = (T*)malloc(X() * Y() * sizeof(T));	
		T* p2 = (T*)malloc(X() * Y() * sizeof(T));	
		
		//get the two peak band
		height(lb1, rb1, pos1, p1);
		height(lb2, rb2, pos2, p2);
		//calculate the ratio in result
		for(unsigned i = 0; i < X() * Y(); i++){
			if(p1[i] == 0 && p2[i] ==0)
				result[i] = 1;
			else
				result[i] = p1[i] / p2[i];
		}
		free(p1);
		free(p2);
		return true;	
	}
	
	/// Compute the ratio between a peak area and peak height.
	/// @param lb1 is the label value for the left baseline point for the first peak (numerator)
	/// @param rb1 is the label value for the right baseline point for the first peak (numerator)
	/// @param pos1 is the label value for the first peak (numerator) position
	/// @param lb2 is the label value for the left baseline point for the second peak (denominator)
	/// @param rb2 is the label value for the right baseline point for the second peak (denominator)
	/// @param pos2 is the label value for the second peak (denominator) position
	/// @param result is a pointer to a pre-allocated array at least X * Y * sizeof(T) in size
	bool pa_to_ph(double lb1, double rb1, double lab1, double rab1,
					double lb2, double rb2, double pos, T* result){
		
		T* p1 = (T*)malloc(X() * Y() * sizeof(T));	
		T* p2 = (T*)malloc(X() * Y() * sizeof(T));	
		
		//get the area and the peak band
		area(lb1, rb1, lab1, rab1, p1);
		height(lb2, rb2, pos, p2);
		//calculate the ratio in result
		for(unsigned i = 0; i < X() * Y(); i++){
			if(p1[i] == 0 && p2[i] ==0)
				result[i] = 1;
			else
				result[i] = p1[i] / p2[i];
		}
		free(p1);
		free(p2);
		return true;	
	}		
	
	/// Compute the ratio between two peak areas.
	/// @param lb1 is the label value for the left baseline point for the first peak (numerator)
	/// @param rb1 is the label value for the right baseline point for the first peak (numerator)
	/// @param lab1 is the label value for the left bound (start of the integration) of the first peak (numerator)
	/// @param rab1 is the label value for the right bound (end of the integration) of the first peak (numerator)
	/// @param lb2 is the label value for the left baseline point for the second peak (denominator)
	/// @param rb2 is the label value for the right baseline point for the second peak (denominator)
	/// @param lab2 is the label value for the left bound (start of the integration) of the second peak (denominator)
	/// @param rab2 is the label value for the right bound (end of the integration) of the second peak (denominator)	
	/// @param result is a pointer to a pre-allocated array at least X * Y * sizeof(T) in size
	bool pa_to_pa(double lb1, double rb1, double lab1, double rab1,
					double lb2, double rb2, double lab2, double rab2, T* result){
		
		T* p1 = (T*)malloc(X() * Y() * sizeof(T));	
		T* p2 = (T*)malloc(X() * Y() * sizeof(T));	
		
		//get the area and the peak band
		area(lb1, rb1, lab1, rab1, p1);
		area(lb2, rb2, lab2, rab2, p2);
		//calculate the ratio in result
		for(unsigned i = 0; i < X() * Y(); i++){
			if(p1[i] == 0 && p2[i] ==0)
				result[i] = 1;
			else
				result[i] = p1[i] / p2[i];
		}
		free(p1);
		free(p2);
		return true;	
	}		
	/// Compute the definite integral of a baseline corrected peak.
	/// @param lb is the label value for the left baseline point
	/// @param rb is the label value for the right baseline point
	/// @param lab is the label for the start of the definite integral
	/// @param rab is the label for the end of the definite integral
	/// @param result is a pointer to a pre-allocated array at least X * Y * sizeof(T) in size
	bool x_area(double lb, double rb, double lab, double rab, T* result){
		T* lp;	//left band pointer
		T* rp;	//right band pointer
		T* cur;		//current band 1
		T* cur2;	//current band 2
		unsigned XY = X() * Y();
		unsigned S = XY * sizeof(T);
		lp = (T*) malloc(S);			//memory allocation
		rp = (T*) malloc(S);
		cur = (T*) malloc(S);
		cur2 = (T*) malloc(S);
		memset(result, (char)0, S);
		//find the wavelenght position in the whole band
		unsigned int n = w.size();
		unsigned int ai = 0;		//left bound position
		unsigned int bi = n - 1;		//right bound position
		//to make sure the left and the right bound are in the bandwidth
		if (lb < w[0] || rb < w[0] || lb > w[n-1] || rb >w[n-1]){
			std::cout<<"ERROR: left bound or right bound out of bandwidth"<<std::endl;
			exit(1);
		}
		//to make sure rigth bound is bigger than left bound
		else if(lb > rb){
			std::cout<<"ERROR: right bound should be bigger than left bound"<<std::endl;
			exit(1);
		}
		//get the position of lb and rb
		while (lab >= w[ai]){
			ai++;
		}
		while (rab <= w[bi]){
			bi--;
		}
		band(lp, lb);
		band(rp, rb);
		//calculate the beginning and the ending part
		baseline_band(lb, rb, lp, rp, rab, cur2);		//ending part
		baseline_band(lb, rb, lp, rp, w[bi], cur);
		for(unsigned j = 0; j < XY; j++){
			result[j] += (rab - w[bi]) * (rab + w[bi]) * (cur[j] + cur2[j]) / 4.0;
		}
		baseline_band(lb, rb, lp, rp, lab, cur2);		//beginnning part
		baseline_band(lb, rb, lp, rp, w[ai], cur);
		for(unsigned j = 0; j < XY; j++){	
			result[j] += (w[ai] - lab) * (w[ai] + lab) * (cur[j] + cur2[j]) / 4.0;
		}
		//calculate f(x) times x
		ai++;
		for(unsigned i = ai; i <= bi ;i++)
		{
			baseline_band(lb, rb, lp, rp, w[ai], cur2);
			for(unsigned j = 0; j < XY; j++)
			{
				result[j] += (w[ai] - w[ai-1]) * (w[ai] + w[ai-1]) * (cur[j] + cur2[j]) / 4.0; 
			}
			std::swap(cur,cur2);		//swap the band pointers
		}
		free(lp);
		free(rp);
		free(cur);
		free(cur2);
		return true;
	}
	/// Compute the centroid of a baseline corrected peak.
	/// @param lb is the label value for the left baseline point
	/// @param rb is the label value for the right baseline point
	/// @param lab is the label for the start of the peak
	/// @param rab is the label for the end of the peak
	/// @param result is a pointer to a pre-allocated array at least X * Y * sizeof(T) in size
	bool cpoint(double lb, double rb, double lab, double rab, T* result){
		T* p1 = (T*)malloc(X() * Y() * sizeof(T));	
		T* p2 = (T*)malloc(X() * Y() * sizeof(T));	
		
		//get the area and the peak band
		x_area(lb, rb, lab, rab, p1);
		area(lb, rb, lab, rab, p2);
		//calculate the ratio in result
		for(unsigned i = 0; i < X() * Y(); i++){
			if(p1[i] == 0 && p2[i] ==0)
				result[i] = 1;
			else
				result[i] = p1[i] / p2[i];
		}
		free(p1);
		free(p2);
		return true;	
	}
	/// Create a mask based on a given band and threshold value.
	/// All pixels in the
	/// specified band greater than the threshold are true and all pixels less than the threshold are false.
	/// @param mask_band is the band used to specify the mask
	/// @param threshold is the threshold used to determine if the mask value is true or false
	/// @param p is a pointer to a pre-allocated array at least X * Y in size
	bool build_mask(double mask_band, double threshold, unsigned char* p = NULL){
		T* temp = (T*)malloc(X() * Y() * sizeof(T));		//allocate memory for the certain band
		band(temp, mask_band);
		for (unsigned int i = 0; i < X() * Y(); i++) {
				if (temp[i] < threshold)
					p[i] = 0;
				else
					p[i] = 255;
		}
		free(temp);
		return true;
	}
	/// Apply a mask file to the BSQ image, setting all values outside the mask to zero.
	/// @param outfile is the name of the masked output file
	/// @param p is a pointer to memory of size X * Y, where p(i) = 0 for pixels that will be set to zero.
	bool apply_mask(std::string outfile, unsigned char* p){
		std::ofstream target(outfile.c_str(), std::ios::binary);
		unsigned XY = X() * Y();		//calculate number of a band
		unsigned L = XY * sizeof(T);
		T * temp = (T*)malloc(L);
		for (unsigned i = 0; i < Z(); i++)			//for each spectral bin
		{
			band_index(temp, i);					//get the specified band (by index)
			for ( unsigned j = 0; j < XY; j++)		// for each pixel
			{
				if(p[j] == 0){						//if the mask is 0 at that pixel
					temp[j] = 0;					//set temp to zero
				}
				else{
					continue;
				}
			}
			target.write(reinterpret_cast<const char*>(temp), L);   //write the XY slice at that band to disk
		}
		target.close();
		free(temp);
		return true;
	}
	///Saves to disk only those spectra corresponding to mask values != 0
	bool sift_mask(std::string outfile, unsigned char* p){
		std::ofstream target(outfile.c_str(), std::ios::binary);
		// open a band (XY plane)
		unsigned XY = X() * Y(); //Number of XY pixels
		unsigned L = XY * sizeof(T); //size of XY pixels
		T * temp = (T*)malloc(L); //allocate memory for a band
		T * temp_vox = (T*)malloc(sizeof(T)); //allocate memory for one voxel
		for (unsigned i = 0; i < Z(); i++)			//for each spectral bin
		{
			band_index(temp, i);					//get the specified band (XY sheet by index)
			for (unsigned j = 0; j < XY; j++)		// for each pixel
			{
				if (p[j] != 0){						//if the mask is != 0 at that pixel
					temp_vox[0] = temp[j];
					target.write(reinterpret_cast<const char*>(temp_vox), sizeof(T));   //write the XY slice at that band to disk
				}
				else{
					continue;
				}
			}
		}
		target.close();
		free(temp);
		return true;
	}
	/// Calculate the mean band value (average along B) at each pixel location.
	/// @param p is a pointer to memory of size X * Y * sizeof(T) that will store the band averages.
	bool band_avg(T* p){
		unsigned long long XY = X() * Y();
		T* temp = (T*)malloc(sizeof(T) * XY);
		//initialize p
		band_index(p, 0);
		for (unsigned j = 0; j < XY; j++){
			p[j] /= (T)Z();
		}
		//get every band and add them all
		for (unsigned i = 1; i < Z(); i++){
			band_index(temp, i);
			for (unsigned j = 0; j < XY; j++){
				p[j] += temp[j]/(T)Z();
			}
		}
		free(temp);
		return true;
	}
	/// Calculate the mean value for all masked (or valid) pixels in a band and returns the average spectrum
	/// @param p is a pointer to pre-allocated memory of size [B * sizeof(T)] that stores the mean spectrum
	/// @param mask is a pointer to memory of size [X * Y] that stores the mask value at each pixel location
	bool avg_band(T*p, unsigned char* mask){
		unsigned long long XY = X() * Y();
		unsigned count = 0;						//count will store the number of masked pixels
		T* temp = (T*)malloc(sizeof(T) * XY);
		//calculate this loop counts the number of true pixels in the mask
		for (unsigned j = 0; j < XY; j++){
			if (mask[j] != 0){
				count++;
			}
		}
		//this loops goes through each band in B (Z())
		//	masked (or valid) pixels from that band are averaged and the average is stored in p
		for (unsigned i = 0; i < Z(); i++){
			p[i] = 0;
			band_index(temp, i);				//get the band image and store it in temp
			for (unsigned j = 0; j < XY; j++){	//loop through temp, averaging valid pixels
				if (mask[j] != 0){
					p[i] += temp[j] / (T)count;
				}				
			}
		}
		free(temp);
		return true;
	}
	/// Calculate the covariance matrix for all masked pixels in the image.
	/// @param co is a pointer to pre-allocated memory of size [B * B] that stores the resulting covariance matrix
	/// @param avg is a pointer to memory of size B that stores the average spectrum
	/// @param mask is a pointer to memory of size [X * Y] that stores the mask value at each pixel location
	bool co_matrix(T* co, T* avg, unsigned char *mask){
		//memory allocation
		unsigned long long xy = X() * Y();
		unsigned int B = Z();
		T* bandi = (T*)malloc(sizeof(T) * xy);
		T* bandj = (T*)malloc(sizeof(T) * xy);
		
		//count vaild pixels in a band
		unsigned count = 0;
		for (unsigned j = 0; j < xy; j++){
			if (mask[j] != 0){
				count++;
			}
		}
		//calculate correlation coefficient matrix
		for (unsigned i = 0; i < B; i++)
		{
			band_index(bandi, i);
			for (unsigned j = i; j < B; j++){
				band_index(bandj, j);
				T numerator = 0;			//to calculate element in correlation coefficient matrix, numerator part
				//calculate the R(i,j) in correlation coeffient matrix
				for (unsigned k = 0; k < xy; k++){
					if (mask[k] != 0){
						numerator += (bandi[k] - avg[i]) * (bandj[k] - avg[j]) / count;
					}
				}
				co[i*B + j] = numerator;
				co[j*B + i] = numerator;		//because correlated matrix is a symmetric matrix
			}
		}
		free(bandi);
		free(bandj);
		return true;
	}
	/// Crop a region of the image and save it to a new file.
	/// @param outfile is the file name for the new cropped image
	/// @param x0 is the lower-left x pixel coordinate to be included in the cropped image
	/// @param y0 is the lower-left y pixel coordinate to be included in the cropped image
	/// @param x1 is the upper-right x pixel coordinate to be included in the cropped image
	/// @param y1 is the upper-right y pixel coordinate to be included in the cropped image
	bool crop(std::string outfile, unsigned x0, unsigned y0, unsigned x1, unsigned y1){
		//calculate the new number of samples and lines
		unsigned long long sam = x1 - x0;		//samples
		unsigned long long lin = y1 - y0;		//lines
		unsigned long long L = sam * lin * sizeof(T);
		//get specified band and save
		T* temp = (T*)malloc(L);
		std::ofstream out(outfile.c_str(), std::ios::binary);
		unsigned long long jumpb = X() * (Y() - lin) * sizeof(T);		//jump pointer to the next band
		unsigned long long jumpl = (X() - sam) * sizeof(T);	                           	//jump pointer to the next line
		//get start
		file.seekg((y0 * X() + x0) * sizeof(T), std::ios::beg);
		for (unsigned i = 0; i < Z(); i++)
		{
			for (unsigned j = 0; j < lin; j++)
			{
				file.read((char *)(temp + j * sam), sizeof(T) * sam);
				file.seekg(jumpl, std::ios::cur);    //go to the next band	
			}
			out.write(reinterpret_cast<const char*>(temp), L);   //write slice data into target file	
			file.seekg(jumpb, std::ios::cur);
		}
		free(temp);
		return true;
	}
	/// Close the file.
	bool close(){
		file.close();
		return true;
	}
	};
}
#endif