From 1b807efa67199f6c6ad16272e589403a235beb4c Mon Sep 17 00:00:00 2001
From: John Lawson <j.m.lawson@soton.ac.uk>
Date: Thu, 28 Jul 2022 14:05:59 +0100
Subject: [PATCH] added calibration scripts and updated pre/postprocessing
 functions

---
 PIV_2D_wdef.m                        |  21 ++-
 calibration/chessboard_calibration.m | 250 +++++++++++++++++++++++++
 calibration/dotboard_calibration.m   | 222 ++++++++++++++++++++++
 calibration/find_markers.m           | 166 ++++++++++++++++
 calibration/simple_calibration.m     | 223 ++++++++++++++++++++++
 image_preprocess.m                   |  99 ++++++++--
 job_create.m                         |  17 +-
 job_create_2d.m                      | 270 +++++++++++++++++++++++++++
 job_create_postproc.m                | 108 +++++++++++
 job_execute.m                        | 118 ++++++++----
 job_postprocess.m                    |  65 +++++++
 misc/gradient_o2_2d.m                |  33 ++++
 misc/gradient_o4_2d.m                |  34 ++++
 misc/readimg.m                       |  56 ++++++
 misc/scale2d.m                       |  64 +++++++
 misc/scaledt.m                       |  28 +++
 misc/test_scale2d.m                  |  42 +++++
 misc/xmlstr2struct.m                 |  28 +++
 sampledata/NACA0020_00000.jpg        | Bin 0 -> 122918 bytes
 sampledata/NACA0020_00001.jpg        | Bin 0 -> 122794 bytes
 vector_postprocess.m                 |  44 +++++
 21 files changed, 1823 insertions(+), 65 deletions(-)
 create mode 100644 calibration/chessboard_calibration.m
 create mode 100644 calibration/dotboard_calibration.m
 create mode 100644 calibration/find_markers.m
 create mode 100644 calibration/simple_calibration.m
 create mode 100644 job_create_2d.m
 create mode 100644 job_create_postproc.m
 create mode 100644 job_postprocess.m
 create mode 100644 misc/gradient_o2_2d.m
 create mode 100644 misc/gradient_o4_2d.m
 create mode 100644 misc/readimg.m
 create mode 100644 misc/scale2d.m
 create mode 100644 misc/scaledt.m
 create mode 100644 misc/test_scale2d.m
 create mode 100644 misc/xmlstr2struct.m
 create mode 100644 sampledata/NACA0020_00000.jpg
 create mode 100644 sampledata/NACA0020_00001.jpg
 create mode 100644 vector_postprocess.m

diff --git a/PIV_2D_wdef.m b/PIV_2D_wdef.m
index fedce4c..1dfd7cf 100644
--- a/PIV_2D_wdef.m
+++ b/PIV_2D_wdef.m
@@ -152,6 +152,11 @@ function piv_result = PIV_2D_wdef(A, B, mask, piv_setup)
 			% window size: we need to size this filter relative to the cutoff frequency  
 			ksize_filt				= round(wsize_old ./ win_spacing_old) + 1;
 			sd						= sqrt(prod(ksize_filt))/3*0.65;
+			% median filter to avoid errors due to spurious vectors in
+			% result
+			%delta_ab_old(:,:,1)		= medfilt2(delta_ab_old(:,:,1), ksize_filt);
+			%delta_ab_old(:,:,2)		= medfilt2(delta_ab_old(:,:,2), ksize_filt);
+			% smoothing filter
 			G_smooth				= fspecial('gaussian', ksize_filt, sd);
 			delta_ab_old			= convn(delta_ab_old, G_smooth, 'same');
 			
@@ -284,9 +289,19 @@ function piv_result = PIV_2D_wdef(A, B, mask, piv_setup)
 			% mark bad vectors as NaN
 			ux_mat(nan_mask)	= nan;
 			uy_mat(nan_mask)	= nan;
-			% inpaint
-			ux_mat				= inpaint_nans(ux_mat,1);
-			uy_mat				= inpaint_nans(uy_mat,1);
+			
+            if true % pass == 1
+                % inpaint NaN values on first pass
+                ux_mat			= inpaint_nans(ux_mat,1);
+                uy_mat			= inpaint_nans(uy_mat,1);
+            else
+                % subsequent passes just us previous predictor field
+                ux_pred         = delta_ab_pred(:,:,1);
+                uy_pred         = delta_ab_pred(:,:,2);
+                ux_mat(nan_mask)= ux_pred(nan_mask);
+                uy_mat(nan_mask)= uy_pred(nan_mask);
+            end
+            
 			peak_choice(nan_mask)= 0;
 			Q(nan_mask)			= 0;
 			peak_mag(nan_mask)	= 0;
diff --git a/calibration/chessboard_calibration.m b/calibration/chessboard_calibration.m
new file mode 100644
index 0000000..61e3f57
--- /dev/null
+++ b/calibration/chessboard_calibration.m
@@ -0,0 +1,250 @@
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+% dotboard_calibration.m
+% find markers in images of calibration plates
+% then perform a 2D calibration to dewarp the calibration plate image
+
+addpath([pwd '/../minmax/']);
+addpath([pwd '/../pinhole/']);
+addpath([pwd '/../misc/']);
+
+%% input parameters
+
+grid_dx				= -1;		% real units, mm
+grid_dy				= +1;
+invert_image		= 0;		% invert image for black dots on white
+blur_image			= 0;		% gaussian blur image
+LoG_image			= 0;		% apply laplacian of Gaussian filter
+checkerboard_image	= 0;		% apply checkerboard image filter
+median_filter		= 1;
+median_filter_size  = [5 5];
+normalise_image     = 1;
+corner_metric		= 0.1;		% threshold for identifying corners
+dot_half_window		= [64 64];
+
+
+output_dir			= 'E:\mixer\lpt\calibration\21-06-14\';
+input_file_list		= {'E:\mixer\lpt\calibration\21-06-14\C15794_im02.tif'};
+plate_origin		= [0	0	0]';
+camera_index		= 1;
+camera_id			= 1;
+calib_idx_offset	= 0;
+origin_pos			= [0 0];
+
+image_clim			= [0 255];
+
+%% generate calibration for each image
+
+nCalibrations		= length(input_file_list);
+
+calib_idx			= 1;
+
+while calib_idx <= nCalibrations
+	%% update user of status
+	input_file		= input_file_list{calib_idx};
+	output_file		= sprintf('%s/CAM%d-%02d.mat', output_dir, camera_index, calib_idx+calib_idx_offset);
+	fprintf('Image %02d of %02d:\n', calib_idx, nCalibrations);
+	
+	% check if calibration already exists
+	if exist(output_file, 'file')
+		sInput		= input('Calibration already exists - overwrite? y to overwrite: ', 's');
+		if ~strcmpi(sInput, 'y')
+			calib_idx = calib_idx + 1;
+			continue;
+		end
+	end
+	% check if image input exists
+	if ~exist(input_file, 'file')
+		fprintf(' - could not find image file\n');
+	end
+	
+	%% load image
+	im					= readimg(input_file);
+    im                  = double((im{1}'));
+	Nx					= size(im, 1);
+	Ny					= size(im, 2);
+	i_axis				= 0 : Nx-1;
+	j_axis				= 0 : Ny-1;
+	
+	%% create filtered image for processing
+	im_filt			= im;
+	if invert_image
+		im_filt		= max(im(:))-im;
+	end
+	if blur_image
+		G				= fspecial('gaussian', [5 5]);
+		im_filt		= filter2(G, im_filt);
+	end
+	if LoG_image
+		scale			= norm(dot_half_window)*0.2;
+		G				= fspecial('log', 2*dot_half_window, scale);
+		im_filt			= scale * conv2(G, im_filt);
+	end
+	if median_filter
+		im_filt			= medfilt2(im_filt, median_filter_size);
+	end
+	if checkerboard_image
+		G				= repelem(eye(2), dot_half_window(1), dot_half_window(2));
+		im_filt			= conv2(G, im_filt);
+	end
+	if normalise_image
+		[minv, maxv]	= minmaxfiltnd(single(im_filt), dot_half_window*2+1);
+		im_filt			= (im_filt - minv) ./ max(16, maxv-minv);
+	end	
+	
+	%% display image
+	figure(1);
+	clf;
+	hold off;
+	ax=gca;
+	h_filt = imagesc(im_filt');
+	axis equal tight xy;
+	colormap gray;
+	hold on;
+	colorbar;
+	
+	%% crop image
+	fprintf('Select the bottom left square of the board:\n');
+	im_bl				= ginput(1);
+	plot(im_bl(1), im_bl(2), 'ro');
+	fprintf('Select the bottom right square of the board:\n');
+	im_br				= ginput(1);
+	plot(im_br(1), im_br(2), 'ro');
+	fprintf('Select the top right square of the board:\n');
+	im_tr				= ginput(1);
+	plot(im_tr(1), im_tr(2), 'ro');
+	fprintf('Select the top left square of the board:\n');
+	im_tl				= ginput(1);
+	plot(im_tl(1), im_tl(2), 'ro');
+	% identify corners
+	im_corners			= [im_bl; im_tr];
+	im_corners			= sort(round(im_corners), 1);
+	
+	%% coordinate directions
+	im_ex				= im_br + im_tr - im_bl - im_tl;
+	im_ey				= im_tr + im_tl - im_br - im_bl;
+	im_ex				= im_ex' / norm(im_ex);
+	im_ey				= im_ey' / norm(im_ey);
+	
+	%% display cropped and filtered image
+	plot(ax(1), im_corners([1 2 2 1 1], 1), im_corners([1 1 2 2 1], 2), 'r-');
+	rx					= i_axis > im_corners(1,1) & i_axis < im_corners(2,1);
+	ry					= j_axis > im_corners(1,2) & j_axis < im_corners(2,2);
+	% crop filtered image
+	im_crop				= zeros(Nx,Ny);
+	im_crop(rx,ry)		= im_filt(rx,ry);
+	im_filt				= im_crop;
+	set(h_filt, 'cdata', im_filt');	
+	drawnow;
+	
+	%% extract markers using chessboard algorithm
+	h_markers			= []; 
+	h_text				= [];
+	while ~isnan(corner_metric)
+		%% search for chessboard corners
+		fprintf('searching for checkerboard corners with m=%0.3f ...\n', corner_metric);
+		[ij_markers, board_size] = detectCheckerboardPoints(im_filt', 'MinCornerMetric', corner_metric);
+		ij_markers			= ij_markers'; % 2 x n_markers
+		
+		%% update figure or try again
+		if isempty(ij_markers)
+			fprintf('no valid markers found.\n');
+			fprintf('try again with a different threshold\n\n');
+		else
+			%% display
+			figure(1);
+			hold on;
+			delete(h_markers);
+			delete(h_text);
+			h_markers		= plot(ax(1), ij_markers(1,:), ij_markers(2,:), 'g+');
+		end
+		
+		%% prompt for new threshold
+		ret				= input('enter a new corner metric or nan to accept: ', 's');
+		corner_metric	= str2double(ret);
+	end
+	
+	%% get coordinates of markers
+	% create grid
+	x_grid			= (1 : board_size(2)-1) * grid_dx;
+	y_grid			= (1 : board_size(1)-1) * grid_dy;
+	x_grid			= x_grid - round(mean(x_grid));
+	y_grid			= y_grid - round(mean(y_grid));
+	[xm, ym]		= meshgrid(x_grid, y_grid);
+	xy_markers		= [xm(:) ym(:)]';
+	n_markers		= prod(board_size-1);
+	
+	% annotate
+	h_text			= [];
+	delete(findobj(gcf,'type','text'));
+	for k = [1 board_size(1)-1 n_markers n_markers-board_size(1)+2]
+		str			= sprintf('(%0.1f,%0.1f)', xy_markers(:,k));
+		h_text(k) = text(ij_markers(1,k), ij_markers(2,k), str, 'color', 'b', ...
+			'fontsize', 18, ...
+			'horizontalalignment', 'center', 'verticalalignment', 'middle');
+	end
+	
+	%% create calibration and dewarp
+	xy_tilde					= [xy_markers; ones(1,n_markers)];
+	P2D							= dlt33([ij_markers;ones(1,n_markers)], xy_tilde);
+	ij_tilde					= P2D * xy_tilde;
+	lambda						= [1; 1] * ij_tilde(3,:);
+	ij_fit						= ij_tilde(1:2,:) ./ lambda;
+	
+	ij_error					= ij_markers - ij_fit;
+	px_error					= sqrt(ij_error(1,:).^2 + ij_error(2,:).^2);
+	rms_error					= sqrt(mean(px_error.^2));
+	
+	fprintf('RMS fit error: %0.2f px\n', rms_error);
+
+	%% work out x and y axes
+	x_lim					= sort(x_grid([1 end]));
+	y_lim					= sort(y_grid([1 end]));
+	x_axis					= linspace(x_lim(1), x_lim(2), Nx);
+	y_axis					= linspace(y_lim(1), y_lim(2), Ny);
+	% calculate dewarping
+	[xmat, ymat]			= ndgrid(x_axis, y_axis);
+	ij_tilde_dewarped		= P2D * [xmat(:) ymat(:) ones(Nx*Ny,1)]';
+	lambda					= ij_tilde_dewarped(3,:);
+	imat					= reshape(ij_tilde_dewarped(1,:) ./ lambda, [Nx Ny]);
+	jmat					= reshape(ij_tilde_dewarped(2,:) ./ lambda, [Nx Ny]);
+	im_xy					= interp2(i_axis, j_axis, im', imat, jmat, 'linear');
+	
+	%% show dewarped image
+	figure(2);
+	hold off;
+	imagesc(x_axis, y_axis, im_xy');
+	xlim(x_lim);
+	ylim(y_lim);
+	colormap gray;
+	axis xy equal tight;
+	hold on;
+	%set(gca,'Clim', image_clim);
+	for x = (round(x_lim(1)/abs(grid_dx)) : round(x_lim(end)/abs(grid_dx))) * abs(grid_dx)
+		plot([x x], [y_axis(1) y_axis(end)], 'r-');
+	end
+	for y = (round(y_lim(1)/abs(grid_dy)) : round(y_lim(end)/abs(grid_dy))) * abs(grid_dy)
+		plot([x_axis(1) x_axis(end)], [y y], 'r-');
+	end
+	
+	%% query user to save calibration or repeat
+	sInput				= input('Would you like to repeat the calibration? y to repeat: ', 's');
+	if strcmpi(sInput, 'y')
+		continue; % continue without incrementing the counter
+	end
+	
+	%% save output
+	fprintf('Saving ... ');
+	fstruct				= struct('source_image', im, ...
+										'dewarped_image', im_xy, ...
+										'plate_pos',  plate_origin(:, calib_idx), ...
+										'P', P2D, ...
+										'i_axis', i_axis, 'j_axis', j_axis, ...
+										'x_axis', x_axis, 'y_axis', y_axis, 'x_lim', x_lim, 'y_lim', y_lim, ...
+										'grid_dx', grid_dx, 'grid_dy', grid_dy, ...
+										'ij_markers', ij_markers, 'xy_markers', xy_markers, ...
+										'camera_index', camera_index, ...
+										'id', camera_id);
+	save(output_file, '-struct', 'fstruct');
+	fprintf('done\n');
+	calib_idx			= calib_idx + 1;
+end
\ No newline at end of file
diff --git a/calibration/dotboard_calibration.m b/calibration/dotboard_calibration.m
new file mode 100644
index 0000000..b800705
--- /dev/null
+++ b/calibration/dotboard_calibration.m
@@ -0,0 +1,222 @@
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+% dotboard_calibration.m
+% find markers in images of calibration plates
+% then perform a 2D calibration to dewarp the calibration plate image
+
+addpath([pwd '/../../mex/minmax/']);
+addpath([pwd '/pinhole/']);
+
+%% input parameters
+
+grid_dx				= 20;		% real units, mm
+grid_dy				= 20;
+invert_image		= 1;		% invert image for black dots on white
+blur_image			= 0;		% gaussian blur image
+LoG_image			= 0;		% apply laplacian of Gaussian filter
+normalise_image     = 0;
+
+
+output_dir			= 'M:\mixer\calibration\20-11-17';
+input_file_list		= {	'M:\mixer\calibration\20-11-17\B00001.tif'};
+plate_origin		= [0	0	0]';
+camera_index		= 1;
+camera_id			= 1;
+dot_half_window		= [32 32];
+calib_idx_offset	= 0;
+origin_pos			= [0 0];
+
+image_clim			= [0 255];
+
+%% generate calibration for each image
+
+nCalibrations		= length(input_file_list);
+
+calib_idx			= 1;
+
+while calib_idx <= nCalibrations
+	%% update user of status
+	input_file		= input_file_list{calib_idx};
+	output_file		= sprintf('%s/CAM%d-%02d.mat', output_dir, camera_index, calib_idx+calib_idx_offset);
+	fprintf('Image %02d of %02d:\n', calib_idx, nCalibrations);
+	
+	% check if calibration already exists
+	if exist(output_file, 'file')
+		sInput		= input('Calibration already exists - overwrite? y to overwrite: ', 's');
+		if ~strcmpi(sInput, 'y')
+			calib_idx = calib_idx + 1;
+			continue;
+		end
+	end
+	% check if image input exists
+	if ~exist(input_file, 'file')
+		fprintf(' - could not find image file\n');
+	end
+	
+	%% load image, request position
+	im					= readimg(input_file);
+    %im                  = double(im{2}');
+    im                  = rot90(im{2},-1);
+	Nx					= size(im, 1);
+	Ny					= size(im, 2);
+	
+	%% create filtered image for processing
+	im_filt			= im;
+	if invert_image
+		im_filt		= max(im(:))-im;
+	end
+	if blur_image
+		G				= fspecial('gaussian', [5 5]);
+		im_filt		= filter2(G, im_filt);
+	end
+	if LoG_image
+		scale			= norm(dot_half_window)*0.2;
+		G				= fspecial('log', 2*dot_half_window, scale);
+		im_filt		= scale * conv2(G, im_filt);
+	end
+	if normalise_image
+		[minv, maxv]	= minmaxfiltnd(single(im_filt), dot_half_window*2+1);
+		im_filt			= (im_filt - minv) ./ max(16, maxv-minv);
+	end	
+	
+	%% display image
+	figure(1);
+	hold off;
+	imagesc(im_filt');
+	axis equal tight xy;
+	colormap gray;
+	%set(gca,'Clim', image_clim);
+	hold on;
+	colorbar;
+	
+	%% select region of interest
+	fprintf('Please select region of interest');
+	[i_coord, j_coord] = ginput(2);
+	xlim(i_coord);
+	ylim(j_coord);	
+		
+	%% get six marker positions
+	% center, first right, far right, far corner, far above, above
+	bDone				= false;
+	while ~bDone
+		%% get marker position from user
+		fprintf('Please identify the six markers\n');
+		fprintf('Press any key to abort and try again\n');
+		
+		i_marker			= nan(1,6);
+		j_marker			= nan(1,6);
+		b_aborted		= false;
+		h_plot			= [];
+		for mark = 1 : 6
+			%% get marker position from user input
+			[i_marker(mark) j_marker(mark), btn] = ginput(1);
+			if btn > 3
+				b_aborted= true;
+				break;
+			end
+			%% get barycentre of marker, to be more accurate
+			dot_img_i		= round(i_marker(mark)) + (-dot_half_window(1) : dot_half_window(1));
+			dot_img_j		= round(j_marker(mark)) + (-dot_half_window(2) : dot_half_window(2));
+			[imat,jmat]		= ndgrid(dot_img_i, dot_img_j);
+			dot_img			= im_filt(dot_img_i, dot_img_j);
+			i_marker(mark)	= sum(dot_img(:) .* imat(:)) / sum(dot_img(:));
+			j_marker(mark)	= sum(dot_img(:) .* jmat(:)) / sum(dot_img(:));
+			
+			%% show user what he's plotting
+			delete(h_plot);
+			h_plot		= plot(i_marker, j_marker, 'ro-');
+			for it = 1 : mark
+				plot( i_marker(it)+[-1 -1 +1 +1 -1]*dot_half_window(1), ...
+						j_marker(it)+[-1 +1 +1 -1 -1]*dot_half_window(2), 'g-');
+			end
+		end
+		if b_aborted
+			delete(h_plot);
+			continue;
+		end
+		bDone			= true;
+	end
+	
+	%% find marker positions
+	[ij_markers, xy_markers]= find_markers(im_filt, [i_marker;j_marker], dot_half_window);
+	xy_markers(1,:)			= xy_markers(1,:) * grid_dx + origin_pos(1);
+	xy_markers(2,:)			= xy_markers(2,:) * grid_dy + origin_pos(2);	
+	n_markers					= size(xy_markers,2);
+	xy_tilde						= [xy_markers; ones(1,n_markers)];
+	
+	%% create calibration and dewarp
+	P2D							= dlt33([ij_markers;ones(1,n_markers)], xy_tilde);
+	ij_tilde						= P2D * xy_tilde;
+	lambda						= [1; 1] * ij_tilde(3,:);
+	ij_fit						= ij_tilde(1:2,:) ./ lambda;
+	
+	ij_error						= ij_markers - ij_fit;
+	px_error						= sqrt(ij_error(1,:).^2 + ij_error(2,:).^2);
+	rms_error					= sqrt(mean(px_error.^2));
+	
+	fprintf('RMS fit error: %0.2f px\n', rms_error);
+
+	% work out x and y axes
+	ij_corners			= [0 0 Nx Nx;
+								0 Ny Ny 0];
+	ij_tilde				= [ij_corners; 1 1 1 1];
+	xy_tilde				= P2D^-1 *  ij_tilde;
+	lambda				=  xy_tilde(3,:);
+	xy_corners			= [xy_tilde(1,:) ./ lambda;
+								xy_tilde(2,:) ./ lambda];
+	x_lim					= sort(xy_corners(1,:), 'ascend');
+	y_lim					= sort(xy_corners(2,:), 'ascend');
+	x_lim					= x_lim([1 4]);
+	y_lim					= y_lim([1 4]);
+
+	x_axis				= linspace(x_lim(1), x_lim(2), Nx);
+	y_axis				= linspace(y_lim(1), y_lim(2), Ny);
+	i_axis				= 1 : Nx;
+	j_axis				= 1 : Ny;
+	% calculate dewarping
+	[xmat, ymat]		= ndgrid(x_axis, y_axis);
+	ij_tilde_dewarped = P2D * [xmat(:) ymat(:) ones(Nx*Ny,1)]';
+	lambda				= ij_tilde_dewarped(3,:);
+	imat					= reshape(ij_tilde_dewarped(1,:) ./ lambda, [Nx Ny]);
+	jmat					= reshape(ij_tilde_dewarped(2,:) ./ lambda, [Nx Ny]);
+	im_xy					= interp2(i_axis, j_axis, im', imat, jmat, 'linear');
+	
+	%% show dewarped image
+	figure(1);
+	hold off;
+	imagesc(x_axis, y_axis, im_xy');
+	xlim(x_lim);
+	ylim(y_lim);
+	colormap gray;
+	axis xy equal tight;
+	hold on;
+	set(gca,'Clim', image_clim);
+	for x = (round(x_lim(1)/grid_dx) : round(x_lim(end)/grid_dx)) * grid_dx
+		plot([x x], [y_axis(1) y_axis(end)], 'r-');
+	end
+	for y = (round(y_lim(1)/grid_dy) : round(y_lim(end)/grid_dy)) * grid_dy
+		plot([x_axis(1) x_axis(end)], [y y], 'r-');
+	end
+	
+	%% query user to save calibration or repeat
+	
+	sInput				= input('Would you like to repeat the calibration? y to repeat: ', 's');
+	if strcmpi(sInput, 'y')
+		continue; % continue without incrementing the counter
+	end
+	
+	%% save output
+	fprintf('Saving ... ');
+	fstruct				= struct('source_image', im, ...
+										'dewarped_image', im_xy, ...
+										'plate_pos',  plate_origin(:, calib_idx), ...
+										'P', P2D, ...
+										'i_axis', i_axis, 'j_axis', j_axis, ...
+										'x_axis', x_axis, 'y_axis', y_axis, 'x_lim', x_lim, 'y_lim', y_lim, ...
+										'grid_dx', grid_dx, 'grid_dy', grid_dy, ...
+										'ij_markers', ij_markers, 'xy_markers', xy_markers, ...
+										'camera_index', camera_index, ...
+										'id', camera_id);
+	save(output_file, '-struct', 'fstruct');
+	fprintf('done\n');
+	calib_idx			= calib_idx + 1;
+end
\ No newline at end of file
diff --git a/calibration/find_markers.m b/calibration/find_markers.m
new file mode 100644
index 0000000..2ed3671
--- /dev/null
+++ b/calibration/find_markers.m
@@ -0,0 +1,166 @@
+function [ij_markers, xy_markers] = find_markers(img, ij_initial_markers, dot_half_size)
+	% find_markers(img, ij_initial_markers)
+	% conduct a marker search after the user has identified six markers on
+	% the perimeter of a square, arranged like so:
+	%
+	% 5 x x x x 4
+	% x x x x x x
+	% x x x x x x 
+	% x x x x x x 
+	% 6 x x x x x
+	% 1 2 x x x 3
+	
+	%% stuff
+	Nx						= size(img, 1);
+	Ny						= size(img, 2);
+	thresh				= 0.7;
+	grid_tol				= 0.1;
+	n_iter				= 3;
+	
+	%% find x&y position of six markers identified
+	xy_initial_markers= [0 1 nan nan 0 0;
+								0 0 0 nan nan 1];
+	e_x					= ij_initial_markers(:, 3) - ij_initial_markers(:, 1);
+	e_y					= ij_initial_markers(:, 5) - ij_initial_markers(:, 1);
+	e_x_norm				= e_x / norm(e_x);
+	e_y_norm				= e_y / norm(e_y);
+	dx_vec				= norm(ij_initial_markers(:, 2) - ij_initial_markers(:,1));
+	dy_vec				= norm(ij_initial_markers(:, 6) - ij_initial_markers(:,1)); 
+	
+	xy_initial_markers(1,3) = round( dot(ij_initial_markers(:,3) - ij_initial_markers(:,1), e_x_norm) / dx_vec );
+	xy_initial_markers(2,5)	= round( dot(ij_initial_markers(:,5) - ij_initial_markers(:,1), e_y_norm) / dy_vec );
+	xy_initial_markers(1,4) = xy_initial_markers(1,3);
+	xy_initial_markers(2,4) = xy_initial_markers(2,5);
+	
+	%% produce initial pinhole model
+	% this maps ij ~ P * xy
+	ij_third				= ij_initial_markers(:, 3);
+	ij_initial_markers= ij_initial_markers(:, [1 3 4 5]);
+	xy_initial_markers= xy_initial_markers(:, [1 3 4 5]);
+	P2D					= dlt33([ij_initial_markers;ones(1,4)], [xy_initial_markers;ones(1,4)]);
+	for it = 1 : n_iter
+		%% dewarp with initial pinhole model
+		ij_corners			= [0 0 Nx Nx;
+									0 Ny Ny 0];
+		ij_tilde				= [ij_corners; 1 1 1 1];
+		xy_tilde				= P2D^-1 *  ij_tilde;
+		lambda				=  xy_tilde(3,:);
+		xy_corners			= [xy_tilde(1,:) ./ lambda;
+									xy_tilde(2,:) ./ lambda];
+		x_lim					= sort(xy_corners(1,:), 'ascend');
+		y_lim					= sort(xy_corners(2,:), 'ascend');
+		x_lim					= x_lim([1 end]);
+		y_lim					= y_lim([1 end]);
+
+		x_axis				= linspace(x_lim(1), x_lim(2), Nx);
+		y_axis				= linspace(y_lim(1), y_lim(2), Ny);
+		dx						= x_axis(2) - x_axis(1);
+		dy						= y_axis(2) - y_axis(1);
+
+		[xmat, ymat]		= ndgrid(x_axis, y_axis);
+		ij_tilde_dewarped = P2D * [xmat(:) ymat(:) ones(Nx*Ny,1)]';
+		lambda				= ij_tilde_dewarped(3,:);
+		i_dewarped			= reshape(ij_tilde_dewarped(1,:) ./ lambda, [Nx Ny]);
+		j_dewarped			= reshape(ij_tilde_dewarped(2,:) ./ lambda, [Nx Ny]);
+
+		img_dewarped		= interp2(1 : Nx, 1 : Ny, img', i_dewarped, j_dewarped);
+
+		%% get dot img
+		[~,ij_third]		= min(abs(x_axis));
+		[~,ij_third(2)]	= min(abs(y_axis));
+
+		dot_size				= dot_half_size * 2 + 1;
+		dot_img_i			= round(ij_third(1)) + (-dot_half_size(1) : dot_half_size(1));
+		dot_img_j			= round(ij_third(2)) + (-dot_half_size(2) : dot_half_size(2));
+		dot_img				= img_dewarped(dot_img_i, dot_img_j);
+
+		%% convolve image and find indices of maxima
+		dot_img			= dot_img - mean(dot_img(:));
+		% subtract sliding average so DC component of x-correlation windows is
+		% zero
+		img_sliding_av = filter2(ones(size(dot_img)), img_dewarped) / numel(dot_img);
+		img_sub			= img_dewarped - img_sliding_av;	
+		% cross-correlate
+		convolved		= filter2(dot_img, img_sub);
+		% normalise by image energy
+		image_energy	= filter2(ones(size(dot_img)), img_sub.^2);
+		dot_energy		= sum(dot_img(:).^2);
+		correl			= convolved ./ (sqrt(image_energy) * sqrt(dot_energy));
+		%correl			= correl / correl(round(ij_center(1)), round(ij_center(2)));
+
+		correl_left		= inf([Nx Ny]);
+		correl_right	= inf([Nx Ny]);
+		correl_above	= inf([Nx Ny]);
+		correl_below	= inf([Nx Ny]);
+
+		correl_left(1:Nx-2, 2:Ny-1)	= correl(2:Nx-1, 2:Ny-1);
+		correl_right(3:Nx, 2:Ny-1)		= correl(2:Nx-1, 2:Ny-1);
+		correl_above(2:Nx-1, 1:Ny-2)	= correl(2:Nx-1, 2:Ny-1);
+		correl_below(2:Nx-1, 3:Ny)		= correl(2:Nx-1, 2:Ny-1);
+
+		bw_markers		= correl > correl_left ... 
+							& correl > correl_right ...
+							& correl > correl_below ...
+							& correl > correl_above ...
+							& correl > thresh;
+
+		%% find xy coordinates of markers
+		[i_markers,j_markers]= find(bw_markers);
+		xy_markers				= [x_axis(i_markers(:)'); y_axis(j_markers(:)')];
+		n_markers				= size(xy_markers, 2);	
+		
+		for mark = 1 : n_markers
+			x_range				= abs(x_axis - xy_markers(1,mark)) < dx * dot_half_size(1);
+			y_range				= abs(y_axis - xy_markers(2,mark)) < dy * dot_half_size(2);
+			sz						= [sum(x_range), sum(y_range)];
+			dot_img				= img_dewarped(x_range,y_range);
+			dot_img_weighted	= dot_img .* fspecial('gaussian', sz, norm(sz)/4);
+			dot_img_x			= sum(dot_img_weighted, 2);
+			dot_img_y			= sum(dot_img_weighted, 1);
+			xy_markers(1,mark)= sum(dot_img_x' .* x_axis(x_range)) / sum(dot_img_x);
+			xy_markers(2,mark)= sum(dot_img_y  .* y_axis(y_range)) / sum(dot_img_y);
+		end
+		
+		%% only select markers which are approximately on regular grid
+		xy_frac					= xy_markers - round(xy_markers);
+		marker_ok				= abs(xy_frac(1,:)) < grid_tol & abs(xy_frac(2,:)) < grid_tol;
+		xy_markers				= xy_markers(:, marker_ok);
+		xy_int					= round(xy_markers);
+		
+		% sometimes, more than one identified marker can be attributed to the same grid
+		% point. eliminate these, based on which marker is closest
+		[~,ind]					= unique(xy_int', 'rows');
+		n_unique					= length(ind);
+		xy_markers_uniq		= zeros(2, n_unique);
+		for n = 1 : n_unique
+			ndist						= sum(bsxfun(@minus, xy_markers,xy_int(:,ind(n))).^2, 1);
+			[~,inearest]			= min(ndist);
+			xy_markers_uniq(:,n) = xy_markers(:, inearest);
+		end
+		xy_markers				= xy_markers_uniq;
+		n_markers				= n_unique;		
+		
+		%% get i,j coord of markers
+		xy_tilde					= [xy_markers; ones(1, n_markers)];
+		ij_tilde					= P2D * xy_tilde;
+		lambda					= [1;1] * ij_tilde(3,:);
+		ij_markers				= ij_tilde(1:2,:) ./ lambda;
+
+		%% calculate a new calibration
+		xy_markers				= round(xy_markers);
+		P2D						= dlt33([ij_markers;ones(1,n_markers)], [xy_markers; ones(1,n_markers)]);
+	end
+
+	%% display
+	figure(10);
+	hold off;
+	imagesc(1 : Nx, 1 : Ny, img');
+	xlim([1 Nx]);
+	ylim([1 Ny]);
+	axis equal tight xy;
+	colormap gray;
+	hold on;
+	plot(ij_markers(1,:), ij_markers(2,:), 'r.');
+end
+
+
diff --git a/calibration/simple_calibration.m b/calibration/simple_calibration.m
new file mode 100644
index 0000000..7e97a2e
--- /dev/null
+++ b/calibration/simple_calibration.m
@@ -0,0 +1,223 @@
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+% bulk_marker_search.m
+% find markers in images of calibration plates
+% then perform a 2D calibration to dewarp the calibration plate image
+
+addpath([pwd '/../../mex/minmax/']);
+addpath([pwd '/dlt/']);
+addpath([pwd '/poly/']);
+addpath([pwd '/../pinhole/']);
+%% input parameters
+
+grid_dx				= 20;		% real units, mm
+grid_dy				= 20;
+invert_image		= 1;		% invert image for black dots on white
+blur_image			= 0;		% gaussian blur image
+LoG_image			= 0;		% apply laplacian of Gaussian filter
+normalise_image     = 0;
+
+
+output_dir			= 'M:\mixer\calibration\demo\';
+input_file_list		= {	'M:\mixer\calibration\demo\B00001.tif'};
+plate_origin		= [0	0	0]';
+camera_index		= 1;
+camera_id			= 1;
+dot_half_window		= [32 32];
+calib_idx_offset	= 0;
+origin_pos			= [0 0];
+
+image_clim			= [0 255];
+
+%% generate calibration for each image
+
+nCalibrations		= length(input_file_list);
+
+calib_idx			= 1;
+
+while calib_idx <= nCalibrations
+	%% update user of status
+	input_file		= input_file_list{calib_idx};
+	output_file		= sprintf('%s/CAM%d-%02d.mat', output_dir, camera_index, calib_idx+calib_idx_offset);
+	fprintf('Image %02d of %02d:\n', calib_idx, nCalibrations);
+	
+	% check if calibration already exists
+	if exist(output_file, 'file')
+		sInput		= input('Calibration already exists - overwrite? y to overwrite: ', 's');
+		if ~strcmpi(sInput, 'y')
+			calib_idx = calib_idx + 1;
+			continue;
+		end
+	end
+	% check if image input exists
+	if ~exist(input_file, 'file')
+		fprintf(' - could not find image file\n');
+	end
+	
+	%% load image, request position
+	im					= imread(input_file, 2)';
+	im					= double(im);
+	im					= fliplr(im);
+	Nx					= size(im, 1);
+	Ny					= size(im, 2);
+	
+	%% create filtered image for processing
+	im_filt			= im;
+	if invert_image
+		im_filt		= max(im(:))-im;
+	end
+	if blur_image
+		G				= fspecial('gaussian', [5 5]);
+		im_filt		= filter2(G, im_filt);
+	end
+	if LoG_image
+		scale			= norm(dot_half_window)*0.2;
+		G				= fspecial('log', 2*dot_half_window, scale);
+		im_filt		= scale * conv2(G, im_filt);
+	end
+	if normalise_image
+		[minv, maxv]	= minmaxfiltnd(single(im_filt), dot_half_window*2+1);
+		im_filt			= (im_filt - minv) ./ max(16, maxv-minv);
+	end	
+	
+	%% display image
+	figure(1);
+	hold off;
+	imagesc(im_filt');
+	axis equal tight xy;
+	colormap gray;
+	%set(gca,'Clim', image_clim);
+	hold on;
+	colorbar;
+	
+	%% select region of interest
+	fprintf('Please select region of interest');
+	[i_coord, j_coord] = ginput(2);
+	xlim(i_coord);
+	ylim(j_coord);	
+		
+	%% get six marker positions
+	% center, first right, far right, far corner, far above, above
+	bDone				= false;
+	while ~bDone
+		%% get marker position from user
+		fprintf('Please identify the six markers\n');
+		fprintf('Press any key to abort and try again\n');
+		
+		i_marker			= nan(1,6);
+		j_marker			= nan(1,6);
+		b_aborted		= false;
+		h_plot			= [];
+		for mark = 1 : 6
+			%% get marker position from user input
+			[i_marker(mark) j_marker(mark), btn] = ginput(1);
+			if btn > 3
+				b_aborted= true;
+				break;
+			end
+			%% get barycentre of marker, to be more accurate
+			dot_img_i		= round(i_marker(mark)) + (-dot_half_window(1) : dot_half_window(1));
+			dot_img_j		= round(j_marker(mark)) + (-dot_half_window(2) : dot_half_window(2));
+			[imat,jmat]		= ndgrid(dot_img_i, dot_img_j);
+			dot_img			= im_filt(dot_img_i, dot_img_j);
+			i_marker(mark)	= sum(dot_img(:) .* imat(:)) / sum(dot_img(:));
+			j_marker(mark)	= sum(dot_img(:) .* jmat(:)) / sum(dot_img(:));
+			
+			%% show user what he's plotting
+			delete(h_plot);
+			h_plot		= plot(i_marker, j_marker, 'ro-');
+			for it = 1 : mark
+				plot( i_marker(it)+[-1 -1 +1 +1 -1]*dot_half_window(1), ...
+						j_marker(it)+[-1 +1 +1 -1 -1]*dot_half_window(2), 'g-');
+			end
+		end
+		if b_aborted
+			delete(h_plot);
+			continue;
+		end
+		bDone			= true;
+	end
+	
+	%% find marker positions
+	[ij_markers, xy_markers]= find_markers(im_filt, [i_marker;j_marker], dot_half_window);
+	xy_markers(1,:)			= xy_markers(1,:) * grid_dx + origin_pos(1);
+	xy_markers(2,:)			= xy_markers(2,:) * grid_dy + origin_pos(2);	
+	n_markers					= size(xy_markers,2);
+	xy_tilde						= [xy_markers; ones(1,n_markers)];
+	
+	%% create calibration and dewarp
+	P2D							= dlt33([ij_markers;ones(1,n_markers)], xy_tilde);
+	ij_tilde						= P2D * xy_tilde;
+	lambda						= [1; 1] * ij_tilde(3,:);
+	ij_fit						= ij_tilde(1:2,:) ./ lambda;
+	
+	ij_error						= ij_markers - ij_fit;
+	px_error						= sqrt(ij_error(1,:).^2 + ij_error(2,:).^2);
+	rms_error					= sqrt(mean(px_error.^2));
+	
+	fprintf('RMS fit error: %0.2f px\n', rms_error);
+
+	% work out x and y axes
+	ij_corners			= [0 0 Nx Nx;
+								0 Ny Ny 0];
+	ij_tilde				= [ij_corners; 1 1 1 1];
+	xy_tilde				= P2D^-1 *  ij_tilde;
+	lambda				=  xy_tilde(3,:);
+	xy_corners			= [xy_tilde(1,:) ./ lambda;
+								xy_tilde(2,:) ./ lambda];
+	x_lim					= sort(xy_corners(1,:), 'ascend');
+	y_lim					= sort(xy_corners(2,:), 'ascend');
+	x_lim					= x_lim([1 4]);
+	y_lim					= y_lim([1 4]);
+
+	x_axis				= linspace(x_lim(1), x_lim(2), Nx);
+	y_axis				= linspace(y_lim(1), y_lim(2), Ny);
+	i_axis				= 1 : Nx;
+	j_axis				= 1 : Ny;
+	% calculate dewarping
+	[xmat, ymat]		= ndgrid(x_axis, y_axis);
+	ij_tilde_dewarped = P2D * [xmat(:) ymat(:) ones(Nx*Ny,1)]';
+	lambda				= ij_tilde_dewarped(3,:);
+	imat					= reshape(ij_tilde_dewarped(1,:) ./ lambda, [Nx Ny]);
+	jmat					= reshape(ij_tilde_dewarped(2,:) ./ lambda, [Nx Ny]);
+	im_xy					= interp2(i_axis, j_axis, im', imat, jmat, 'linear');
+	
+	%% show dewarped image
+	figure(1);
+	hold off;
+	imagesc(x_axis, y_axis, im_xy');
+	xlim(x_lim);
+	ylim(y_lim);
+	colormap gray;
+	axis xy equal tight;
+	hold on;
+	set(gca,'Clim', image_clim);
+	for x = (round(x_lim(1)/grid_dx) : round(x_lim(end)/grid_dx)) * grid_dx
+		plot([x x], [y_axis(1) y_axis(end)], 'r-');
+	end
+	for y = (round(y_lim(1)/grid_dy) : round(y_lim(end)/grid_dy)) * grid_dy
+		plot([x_axis(1) x_axis(end)], [y y], 'r-');
+	end
+	
+	%% query user to save calibration or repeat
+	
+	sInput				= input('Would you like to repeat the calibration? y to repeat: ', 's');
+	if strcmpi(sInput, 'y')
+		continue; % continue without incrementing the counter
+	end
+	
+	%% save output
+	fprintf('Saving ... ');
+	fstruct				= struct('source_image', im, ...
+										'dewarped_image', im_xy, ...
+										'plate_pos',  plate_origin(:, calib_idx), ...
+										'P', P2D, ...
+										'i_axis', i_axis, 'j_axis', j_axis, ...
+										'x_axis', x_axis, 'y_axis', y_axis, 'x_lim', x_lim, 'y_lim', y_lim, ...
+										'grid_dx', grid_dx, 'grid_dy', grid_dy, ...
+										'ij_markers', ij_markers, 'xy_markers', xy_markers, ...
+										'camera_index', camera_index, ...
+										'id', camera_id);
+	save(output_file, '-struct', 'fstruct');
+	fprintf('done\n');
+	calib_idx			= calib_idx + 1;
+end
\ No newline at end of file
diff --git a/image_preprocess.m b/image_preprocess.m
index 42fe1a2..e4336cc 100644
--- a/image_preprocess.m
+++ b/image_preprocess.m
@@ -37,20 +37,46 @@ function im_filt = image_preprocess(im, filters)
 			if isfield(filter, 'size'), sz = filter.size; end
 			if isfield(filter, 'sigma'), sigma = filter.sigma; end
 			G			= fspecial('gaussian', sz, sigma);
-			im_filt  = filter2(G, im_filt);
+			im_filt		= filter2(G, im_filt);
+		elseif strcmp(filter.type, 'custom')
+			%% custom filter specified with fspecial
+			G			= fspecial('gaussian', [3 3]);
+			if isfield(filter, 'kernel'), G = filter.kernel; end
+			im_filt		= filter2(G, im_filt);
 		elseif strcmp(filter.type, 'ssmin')
 			%% subtract sliding minimum
 			sz			= [7 7];
 			if isfield(filter, 'size'), sz = filter.size; end
 			sz			= sz + mod(sz+1,2);
-			
-			minval	= minmaxfiltnd(im_filt, sz);
-			im_filt	= im_filt - minval;
+            minval      = medfilt2(im_filt, [3 3]); % median filter first to avoid noise
+            % sliding minimum filter to get local minimum value
+			minval		= minfiltnd(minval, sz);
+            % box filter to smooth background image
+            minval      = convn(minval, ones(1, sz(1))/sz(1), 'same');
+            minval      = convn(minval, ones(sz(2), 1)/sz(2), 'same');
+            % clipping operation to enforce positivity
+			im_filt		= max(0, im_filt - minval);
+		elseif strcmp(filter.type, 'lmax')
+			%% local maximum
+			sz			= [7 7];
+			if isfield(filter, 'size'), sz = filter.size; end
+			sz			= sz + mod(sz+1,2);
+			im_filt		= maxfiltnd(im_filt, sz);
 		elseif strcmp(filter.type, 'ssbg')
 			%% subtract background
-			bg			= zeros(size(im));
+			bg				= zeros(size(im));
 			if isfield(filter, 'bg'), bg = filter.bg; end
-			im_filt		= max(0, im - bg);
+			im_filt			= max(0, im - bg);
+		elseif strcmp(filter.type, 'levelize')
+			%% levelize
+			white			= ones(size(im));
+			if isfield(filter, 'white'), white = filter.white; end
+			im_filt			= im_filt ./ white;
+		elseif strcmp(filter.type, 'median')
+			%% median filtering
+			sz				= [5 5];
+			if isfield(filter, 'size'), sz = filter.size; end
+			im_filt			= medfilt2(im_filt, sz, 'symmetric');
 		elseif strcmp(filter.type, 'norm')
 			%% normalisation filter
 			sz				= [7 7];
@@ -61,15 +87,60 @@ function im_filt = image_preprocess(im, filters)
 			sz				= sz + mod(sz+1,2);
 			
 			[minv, maxv]	= minmaxfiltnd(im_filt, sz);
-			im_filt			= (im_filt - minv) ./ max(maxv-minv, 1/max_gain);	
+			im_filt			= (im_filt - minv) ./ max(maxv-minv, 1/max_gain);
+        elseif strcmp(filter.type, 'norm2')
+			%% normalisation filter
+			sz				= [7 7];
+			max_gain		= 1;
+			
+			if isfield(filter, 'size'), sz = filter.size; end
+			if isfield(filter, 'max_gain'), max_gain = filter.max_gain; end
+			sz				= sz + mod(sz+1,2);
+			
+			[minv, maxv]	= minmaxfiltnd(im_filt, sz);
+            % box filter local maximum
+            maxv            = convn(maxv, ones(1, sz(1))/sz(1), 'same');
+            maxv            = convn(maxv, ones(sz(2), 1)/sz(2), 'same');
+            % box filter local minimum
+            minv            = convn(minv, ones(1, sz(1))/sz(1), 'same');
+            minv            = convn(minv, ones(sz(2), 1)/sz(2), 'same');
+			im_filt			= (im_filt - minv) ./ max(maxv-minv, 1/max_gain);
+        elseif strcmp(filter.type, 'mednorm')
+            %% normalisation filter with median filtering
+			sz				= [7 7];
+			max_gain		= 1;
+			
+			if isfield(filter, 'size'), sz = filter.size; end
+			if isfield(filter, 'max_gain'), max_gain = filter.max_gain; end
+			sz				= sz + mod(sz+1,2);
+			
+            % local maximum
+			maxv            = minmaxfiltnd(im_filt, sz);
+            % box filter local maximum
+            maxv            = convn(maxv, ones(1, sz(1))/sz(1), 'same');
+            maxv            = convn(maxv, ones(sz(2), 1)/sz(2), 'same');
+			im_filt			= max(0,im_filt) ./ max(maxv, 1/max_gain);
 		elseif strcmp(filter.type, 'clip')
-			%% clip filter
-			im_med			= median(im_filt(:));
-			im_std			= std(im_filt(:));
-			n				= 2;
-			if isfield(filter, 'n'), n = filter.n; end
-			thresh			= im_med + n*im_std;
-			im_filt			= min(im_filt, thresh);
+			%% clip filter, with automatic 
+			if isfield(filter, 'threshold')
+				% manually specified threshold
+				threshold	= filter.threshold;
+				im_filt		= max(threshold(1), min(threshold(2), im_filt));
+			else
+				% algorithmically specified threshold
+				im_med			= median(im_filt(:));
+				im_std			= std(im_filt(:));
+				n				= 2;
+				if isfield(filter, 'n'), n = filter.n; end
+				thresh			= im_med + n*im_std;
+				im_filt			= min(im_filt, thresh);
+			end
+        elseif strcmp(filter.type, 'transpose')
+            im_filt         = im_filt.';
+		elseif strcmp(filter.type, 'invert')
+			offset			= 0;
+			if isfield(filter, 'offset'), offset = filter.offset; end
+			im_filt			= offset - im_filt;
 		elseif strcmp(filter.type, 'null')
 			%% null filter, do nothing
 			im_filt			= im_filt;
diff --git a/job_create.m b/job_create.m
index 199fccb..d8b11bd 100644
--- a/job_create.m
+++ b/job_create.m
@@ -10,7 +10,7 @@ addpath(genpath(fileparts(mfilename('fullpath'))));
 %% input parameters: file paths
 % where to save jobs
 job_idx			= 1;
-job_dir			= 'J:\FEE\EFMRL\John\TR-IM7\jobs\';
+job_dir			= 'F:\mixer\0609\run01\';
 job_pat			= '%s/job%03d.mat';
 
 % timeseries PIV flag
@@ -18,16 +18,16 @@ job_pat			= '%s/job%03d.mat';
 % in a timeseries
 b_timeseries	= true;
 % path of images to process
-src_dir			= 'J:\FEE\EFMRL\John\TR-IM7';
-src_pat			= '%s/B%05d.im7';		% source image to process
-src_range		= 1:3;					% range of source images to process
+src_dir			= 'M:\mixer\151020\dt1.00\';
+src_pat			= '%s/B%05d.tif';		% source image to process
+src_range		= 1:10;					% range of source images to process
 % background & mask
-bg_dir			= src_dir;				% background image directory
-bg_pat			= '%s/minmax.mat';		% background image (ignore if not using)
+bg_dir			= '';					% background image directory
+bg_pat			= '';					% background image (ignore if not using)
 msk_dir			= [src_dir '/MASK/'];	% mask image directory
 msk_pat			= '%s/B0002.im7';		% pattern for mask image input (ignore if not using)
 % where to save result
-vec_dir			= [src_dir '/C12'];		% directory to save vector fields to
+vec_dir			= [src_dir '/C1'];		% directory to save vector fields to
 vec_pat         = '%s/B%05d.mat';		% output vector field file pattern
 
 %% input parameters: processing
@@ -37,7 +37,7 @@ b_overwrite     = true;                 % overwrite existing vector fields?
 b_execute_now	= true;					% start processing now?
 
 % PIV correlation settings
-i_frames		= {[1 1],[2 2], [3 3]};	% indices of frame pairs to cross-correlate
+i_frames		= {[1 2]};				% indices of frame pairs to cross-correlate
 n_passes		= 3;					% number of passes
 n_peaks			= 3;					% number of correlation peaks to detect
 wsize			= [64 64; 32 32; 32 32];% window size
@@ -122,6 +122,7 @@ for n = 1 : n_src
 	end
 end
 fprintf('Loading sample %s\n', src_name);
+
 % load image
 imx				= readimx(src_name);
 im_ary			= cellfun(@(f) double(f.Components{1}.Planes{1}), imx.Frames, 'UniformOutput', false);
diff --git a/job_create_2d.m b/job_create_2d.m
new file mode 100644
index 0000000..abd6474
--- /dev/null
+++ b/job_create_2d.m
@@ -0,0 +1,270 @@
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+% create job file for PIV processing
+%
+% Author:		John Lawson
+%				j.m.lawson@soton.ac.uk
+% Created:		11/09/2019
+%
+addpath(genpath(fileparts(mfilename('fullpath'))));
+addpath([pwd '/../misc']);
+
+%% input parameters: file paths
+% where to save jobs
+job_idx			= 24;
+job_dir			= 'sampledata';
+job_pat			= '%s/job%03d.mat';
+
+% timeseries PIV flag
+% in timeseries PIV, correlations are conducted between subsequent images
+% in a timeseries
+b_timeseries	= true;
+% path of images to process
+dset            = sprintf('run%02d', job_idx);
+src_dir			= ['sampledata/'];
+src_pat			= '%s/NACA0020_%05d.jpg';		% source image to process
+src_range		= 0:1;				% range of source images to process
+% background & mask
+bg_dir			= src_dir;				% background image directory
+bg_pat			= '%s/Bmin.tif';		% background image (ignore if not using)
+msk_dir			= [src_dir '/MASK/'];	% mask image directory
+msk_pat			= '%s/B0002.im7';		% pattern for mask image input (ignore if not using)
+% where to save result
+vec_dir			= ['sampledata/'];		% directory to save vector fields to
+vec_pat         = '%s/B%05d.mat';		% output vector field file pattern
+% calibration
+b_transpose     = true;
+b_apply_calib   = false;
+cal_dir         = 'M:\mixer\calibration\20-12-09_02\';
+cal_pat         = '%s/CAM1-01.mat';
+
+%% input parameters: processing
+% processing flags
+b_use_mask		= false;				% use mask file?
+b_overwrite     = true;                 % overwrite existing vector fields?
+b_execute_now	= true;					% start processing now?
+
+% PIV correlation settings
+i_frames		= {[1 1]};				% indices of frame pairs to cross-correlate
+n_passes		= 3;					% number of passes
+n_peaks			= 3;					% number of correlation peaks to detect
+wsize			= [64 64; 32 32; 32 32];% window size
+wtype           = {'gaussian','gaussian','gaussian','gaussian'}; % window weighting function type
+overlap			= [50 50 50];			% window overlap %
+peak_finder		= 'gauss3';				% peak finder:
+										%	gauss 3 (3 point fit)
+										%	gauss 4 (4 parameter lsq gaussian fit)
+										%   gauss 5 (5 parameter lsq gaussian fit)
+										%	gauss 6 (6 parameter lsq gaussian fit)
+
+%% input parameters: plotting features
+plt_opts			= struct();
+plt_opts.c_lim		= [0 1]*256;
+plt_opts.font_size	= 24;                   % figure font size
+plt_opts.b_plot_src = true  & b_execute_now;            % plot source images?
+plt_opts.b_plot_u   = false & b_execute_now;             % plot u component field?
+plt_opts.b_plot_v   = false & b_execute_now;             % plot v component field?
+plt_opts.b_plot_cv  = false & b_execute_now;         	% plot correlation value?
+
+%% input parameters: image preprocessing toolchain
+% add filters in order in which they are to be applied
+% see image_preprocess for more details and options of filters
+min_filt_size	= [7 7];% [11 11];				% sliding bg filter size
+gauss_filt_size	= [3 3];				% gaussian filter size
+norm_filt_size	= [9 9];			% normalisation filter size
+log_filt_size   = [9 9];                % Laplacian-of-gaussian filter size
+log_sigma       = 1.2;                  % Laplacian-of-Gaussian filter width
+
+filters			= {struct('type', 'null')};
+
+% % subtract background image: will require background image to be supplied
+%filters{end+1}      = struct('type', 'ssbg');
+% % subtract sliding minimum
+%filters{end+1}		= struct('type', 'ssmin', 'size', min_filt_size);
+% % max-clip bright particles at threshold = median(im) + n*sigma(im)
+filters{end+1}      = struct('type', 'clip', 'n', 2);
+% % 2D Laplacian of Gaussian filter
+%G_filt              = -fspecial('log', log_filt_size, log_sigma);
+%filters{end+1}      = struct('type', 'custom', 'kernel', G_filt);
+% 2D gaussian filter
+filters{end+1}      = struct('type', 'gaussian', 'size', gauss_filt_size, 'sigma', 0.67);
+% % min-max normalisation filter
+%filters{end+1}      = struct('type', 'norm2', 'size', norm_filt_size, 'max_gain', 1/32);	
+%filters{end+1}      = struct('type', 'mednorm', 'size', norm_filt_size, 'max_gain', 1);	
+% transpose image
+if b_transpose
+    filters{end+1}  = struct('type', 'transpose');
+end
+
+%% input parameters: vector postprocesing
+% load calibration
+operations          = {struct('type', 'null')};
+
+if b_apply_calib
+    cal_file            = sprintf(cal_pat,cal_dir);
+    calib               = matfile(cal_file,'writable',false);
+    P2D                 = calib.P;
+
+    operations{end+1}   = struct('type', 'scale2d', ...
+                                 'P',  P2D);
+end
+
+%% check job directory
+job_completed_dir	= [job_dir '/completed/'];
+job_busy_dir		= [job_dir '/busy/'];
+job_file			= sprintf(job_pat, job_dir, job_idx);
+
+fprintf('------------------------------------------------------------------\n');
+fprintf('Creating job %s\n', job_file);
+% check directory exists
+if ~exist(job_dir, 'dir')
+    mkdir(job_dir);
+	%error('job directory %s does not exist');
+end
+% check complete and busy directories are there
+if ~exist(job_completed_dir,'dir')
+	fprintf('making completed jobs directory ...\n');
+	mkdir(job_completed_dir);
+end
+if ~exist(job_busy_dir,'dir')
+	fprintf('making busy jobs directory ...\n');
+	mkdir(job_busy_dir);
+end
+% check if existing job file already exists
+if exist(job_file, 'file')
+	s_override	= input('job already exists, are you sure you want to overwrite? y/N ', 's');
+	if ~strcmp(s_override, 'y')
+		error('will not overwrite job');
+	end
+end
+% make output directory
+if ~exist(vec_dir, 'dir')
+	fprintf('making output directory ...\n');
+	mkdir(vec_dir);
+end
+
+%% load sample and check all files in range exist
+n_src				= length(src_range);
+fprintf('------------------------------------------------------------------\n');
+fprintf('Checking %d files in %s ...\n', n_src, src_dir);
+for n = 1 : n_src
+	src_name		= sprintf(src_pat, src_dir, src_range(n));
+	if ~exist(src_name, 'file')
+		error('source %s does not exist\n', src_name);
+	end
+end
+fprintf('Loading sample %s\n', src_name);
+% load image
+im_ary          = readimg(src_name);
+% image properties
+n_frames		= length(im_ary);
+im_sz			= size(im_ary{1});
+assert(all(all(cell2mat(i_frames)>=1 & cell2mat(i_frames) <= n_frames)), 'PIV correlations must be specified between valid frame indices');
+
+% report
+fprintf('frames:      %d\n', n_frames);
+fprintf('resolution:  %d x %d\n', im_sz);
+
+%% check mask
+if b_use_mask
+	msk_name		= sprintf(msk_pat, msk_dir);
+	fprintf('Checking mask %s ...\n', msk_name);
+	im_mask_ary		= readimg(msk_name);
+	assert(length(im_mask_ary) == n_frames, 'mask image does not contain the right number of frames');
+	assert(all(size(im_mask_ary{1}) == im_sz), 'mask image is not the same size as source');
+end
+
+%% load background image
+% flag to indicate we need to load 
+b_use_bg			= any(cellfun(@(f)strcmp(f.type,'ssbg'),filters));
+
+if b_use_bg
+	bg_name			= sprintf(bg_pat, bg_dir);
+	fprintf('Checking background %s\n', bg_name);
+	assert(~~exist(bg_name,'file'), 'background image is required, but file is missing');
+	im_bg_ary		= readimg(bg_name);
+	assert(length(im_bg_ary) == n_frames, 'background image does not contain the right number of frames');
+	assert(all(size(im_bg_ary{1}) == im_sz), 'background image is not the same size as source');
+end
+
+%% define PIV image grid
+% zero indexed
+% TODO: make this match the internal scale/offset of im7 image files
+if b_transpose
+    Nx			= im_sz(2);
+    Ny          = im_sz(1);
+else
+    Nx			= im_sz(1);
+    Ny          = im_sz(2);
+end
+im_x			= 0 : Nx-1;
+im_y			= 0 : Ny-1; 
+
+%% define PIV options structure
+% create piv options array
+% note clever trick with i_frames cell array, which will generate array of
+% options
+piv_opts		= struct('im_x', im_x, ...
+						'im_y', im_y, ...
+						'dt', 1, ...
+						'i_frames', i_frames, ...
+						'n_passes', n_passes, ...
+						'n_peaks', n_peaks, ...
+						'wsize', wsize, ...
+						'overlap', overlap, ...
+						'peak_finder', peak_finder, ...
+						'median_filter', true, ...
+						'epsilon_0',		0.2, ...	% typical PIV error, px
+						'epsilon_thresh',	2, ...		% replace if vector exceeds n*RMS of neighbours
+						'mask_thresh',		0.25);		% maximum acceptable fraction of masked pixels in IW
+% add window type field
+n_correl		= length(piv_opts);
+for n = 1 : n_correl
+	piv_opts(n).wtype  = wtype;
+end
+
+%% bundle into structure
+job				= struct();
+% job details
+job.job_idx		= job_idx;
+job.job_dir		= job_dir;
+job.job_pat		= job_pat;
+% timeseries flag
+job.b_timeseries= b_timeseries;
+% source images
+job.src_dir		= src_dir;
+job.src_pat		= src_pat;
+job.src_range	= src_range;
+% background and mask
+job.b_use_bg	= b_use_bg;
+job.bg_dir		= bg_dir;
+job.bg_pat		= bg_pat;
+job.b_use_mask	= b_use_mask;
+job.msk_dir		= msk_dir;
+job.msk_pat		= msk_pat;
+% output vector fields
+job.b_overwrite=b_overwrite;
+job.vec_dir		= vec_dir;
+job.vec_pat		= vec_pat;
+
+% filtering
+job.filters		= filters;
+
+% PIV processing options
+job.n_correl	= n_correl;
+job.piv_opts	= piv_opts;
+
+% postprocessing operations
+job.operations	= operations;
+
+% plotting options
+job.plt_opts	= plt_opts;
+
+%% save job to file
+fprintf('saving job ... \n');
+save(job_file, '-struct', 'job');
+
+%% execute
+if b_execute_now
+	job_execute(job_file);
+	delete(job_file);
+end
\ No newline at end of file
diff --git a/job_create_postproc.m b/job_create_postproc.m
new file mode 100644
index 0000000..3dd5cbe
--- /dev/null
+++ b/job_create_postproc.m
@@ -0,0 +1,108 @@
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+% create job file for PIV processing
+%
+% Author:		John Lawson
+%				j.m.lawson@soton.ac.uk
+% Created:		11/09/2019
+%
+addpath(genpath(fileparts(mfilename('fullpath'))));
+
+%% input parameters: file paths
+% where to save jobs
+job_idx			= 1;
+job_dir			= 'F:\mixer\091020\jobs\';
+job_pat			= '%s/pproc%03d.mat';
+
+% path of vector fields to postprocess
+src_dir			= ['F:\mixer\091020\' sprintf('run%02d', job_idx)];
+src_pat			= '%s/C1/B%05d.mat';	% source image to process
+src_range		= 1:1000;				% range of source images to process
+% where to save result
+dst_dir			= src_dir;              % directory to save vector fields to
+dst_pat         = '%s/V%05d.mat';		% output vector field file pattern
+% 2D calibration
+cal_dir         = 'F:\mixer\061020\calibration\';
+cal_pat         = '%s/CAM1-01.mat';
+piv_dt_range    = [20 20 20 20 15 7.5 30 20 15]*1E-3;
+
+%% input parameters: vector postprocesing
+% load calibration
+cal_file            = sprintf(cal_pat,cal_dir);
+calib               = load(cal_file);
+P2D                 = calib.P;
+
+operations          = {struct('type', 'null')};
+operations{end+1}   = struct('type', 'scaledt', ...
+                             'dt', piv_dt_range(job_idx));
+operations{end+1}   = struct('type', 'scale2d', ...
+                             'P',  P2D);
+
+%% check job directory
+job_completed_dir	= [job_dir '/completed/'];
+job_busy_dir		= [job_dir '/busy/'];
+job_file			= sprintf(job_pat, job_dir, job_idx);
+
+fprintf('------------------------------------------------------------------\n');
+fprintf('Creating job %s\n', job_file);
+% check directory exists
+if ~exist(job_dir, 'dir')
+	error('job directory %s does not exist');
+end
+% check complete and busy directories are there
+if ~exist(job_completed_dir,'dir')
+	fprintf('making completed jobs directory ...\n');
+	mkdir(job_completed_dir);
+end
+if ~exist(job_busy_dir,'dir')
+	fprintf('making busy jobs directory ...\n');
+	mkdir(job_busy_dir);
+end
+% check if existing job file already exists
+if exist(job_file, 'file')
+	s_override	= input('job already exists, are you sure you want to overwrite? y/N ', 's');
+	if ~strcmp(s_override, 'y')
+		error('will not overwrite job');
+	end
+end
+% make output directory
+if ~exist(dst_dir, 'dir')
+	fprintf('making output directory ...\n');
+	mkdir(dst_dir);
+end
+
+%% load sample and check all files in range exist
+n_src				= length(src_range);
+fprintf('------------------------------------------------------------------\n');
+fprintf('Checking %d files in %s ...\n', n_src, src_dir);
+for n = 1 : n_src
+	src_name		= sprintf(src_pat, src_dir, src_range(n));
+	if ~exist(src_name, 'file')
+		error('source %s does not exist\n', src_name);
+	end
+end
+
+%% bundle into structure
+job				= struct();
+% job details
+job.job_idx		= job_idx;
+job.job_dir		= job_dir;
+job.job_pat		= job_pat;
+% source images
+job.src_dir		= src_dir;
+job.src_pat		= src_pat;
+job.src_range	= src_range;
+% output vector fields
+job.b_overwrite=b_overwrite;
+job.dst_dir		= dst_dir;
+job.dst_pat		= dst_pat;
+% postprocessing operations
+job.operations	= operations;
+
+%% save job to file
+fprintf('saving job ... \n');
+save(job_file, '-struct', 'job');
+
+%% execute
+if b_execute_now
+	job_postprocess(job_file);
+end
\ No newline at end of file
diff --git a/job_execute.m b/job_execute.m
index 6d1d3d6..ffef2fe 100644
--- a/job_execute.m
+++ b/job_execute.m
@@ -30,6 +30,11 @@ function job_execute(job_file)
 	piv_opts		= job.piv_opts;
 	% plotting options
 	plt_opts		= job.plt_opts;
+	% postprocessing
+	operations		= {};
+	if isfield(job, 'operations')
+		operations	= job.operations;
+	end
 	
 	%% report
 	fprintf('--------------------------------------------------------------\n');
@@ -39,8 +44,10 @@ function job_execute(job_file)
 	%% load prototype image
 	% load first image
 	src_name		= sprintf(src_pat, src_dir, src_range(1));
-	imx				= readimx(src_name);
-	im_ary			= cellfun(@(f) double(f.Components{1}.Planes{1}), imx.Frames, 'UniformOutput', false);
+    im_ary          = readimg(src_name);
+    % apply test preprocessing to first image
+    % this handles things like changing image size
+	im_ary{1}       = image_preprocess(im_ary{1}, filters);
 	% extract properties
 	n_frames		= length(im_ary);
 	im_sz			= size(im_ary{1});
@@ -49,8 +56,9 @@ function job_execute(job_file)
 	if b_use_bg
 		bg_name		= sprintf(bg_pat, bg_dir);
 		fprintf('Load background %s\n', bg_name);
-		s_bg		= importdata(bg_name);
-		im_bg_ary	= s_bg.min;
+		%s_bg		= importdata(bg_name);
+		%im_bg_ary	= s_bg.min;
+        im_bg_ary	= readimg(bg_name);
 	else
 		im_bg_ary	= {zeros(im_sz)};
 		im_bg_ary(1:n_frames) = im_bg_ary;
@@ -60,8 +68,7 @@ function job_execute(job_file)
 	if b_use_mask
 		msk_name		= sprintf(msk_pat, msk_dir);
 		fprintf('Load mask       %s\n', msk_name);
-		imx_mask		= readimx(msk_name);
-		im_mask_ary		= cellfun(@(f) f.Components{2}.Planes{1} == 0, imx_mask.Frames, 'UniformOutput', false);
+        im_mask_ary     = readimg(msk_name);
 	else
 		im_mask_ary		= {false(im_sz)};
 		im_mask_ary(1:n_frames) = im_mask_ary;
@@ -85,19 +92,19 @@ function job_execute(job_file)
 			continue;
 		end
 
-		% load image
-		imx				= readimx(src_name);
-		im_ary			= cellfun(@(f) double(f.Components{1}.Planes{1}), imx.Frames, 'UniformOutput', false);
-
-		% read attributes
-		atts			= readAttributes(imx);
-		if isKey(atts, 'Reference time dt 1')
-			s			= atts('Reference time dt 1');
-			piv_dt		= 1E-6 * s.value;
-		else
-			warning('dt field is missing from IM7 file, dt = 1');
-			piv_dt		= 1;
-		end
+		% load image and attributes
+        [im_ary, atts]      = readimg(src_name);
+        
+		%% read attributes
+        if isKey(atts, 'Reference time dt 1')
+            s			= atts('Reference time dt 1');
+            piv_dt		= 1E-6 * s.value;
+        elseif isKey(atts, 'DeltaT')
+            piv_dt      = atts('DeltaT');
+        else
+            warning('dt field is missing from file, dt = 1');
+            piv_dt		= 1;
+        end
 		t_load			= toc(t_samp);
 
 		%% preprocess images
@@ -155,34 +162,57 @@ function job_execute(job_file)
 			im_A			= im_pairs{1,c};
 			im_B			= im_pairs{2,c};
 
+			
+
+			%% cross-correlate
+			fprintf('           correlation %d of %d\n', c, n_correl);
+			piv_result{c}	= PIV_2D_wdef(im_A, im_B, ...
+										im_correl_mask{c}, ...
+										piv_opts(c));
+
 			%% plot source, if requested
 			if plt_opts.b_plot_src
+				%% result at final pass
+				V		=  piv_result{c}(end);
+				
+				%% source image
 				figure(10);
 				clf;
-				imshowpair(im_A', im_B');
+				ax_src = gca;
+				h_pair = imshowpair(im_A', im_B');
+				h_pair.XData = V.win_x;
+				h_pair.YData = V.win_y;
 				axis equal tight ij;
+			
+				%% overlay vector field
+				V.peak_mag(V.nan_mask)= nan;
+				hold on;
+				[xm,ym]	= ndgrid(V.win_x, V.win_y);
+				ir		= 1 : 2 : V.n_windows(1);
+				jr		= 1 : 2 : V.n_windows(2);
+				quiversc(xm(ir,jr),ym(ir,jr),V.ux(ir,jr),V.uy(ir,jr),10,'k');
+
 				drawnow;
 			end
-
-			%% cross-correlate
-			fprintf('           correlation %d of %d\n', c, n_correl);
-			piv_result{c}	= PIV_2D_wdef(im_A, im_B, ...
-										im_correl_mask{c}, ...
-										piv_opts(c));
 		end
 		t_proc			= toc(t_proc);
-
-		%% save result
-		t_save          = tic;
-		fprintf('           save to %s\n', vec_name);
+		
+		%% postprocess
+		% store result in structure for saving now
+		% only apply postprocessing to final pass
+		fprintf('           postprocessing...\n');
 		fs				= struct();
-		% only save final pass
 		for c = 1 : n_correl
 			vname		= sprintf('C%d',c);
-			VC			= piv_result{c}(end);
+			VC			= scaledt(piv_result{c}(end), piv_dt);
+			VC          = vector_postprocess(VC, operations);
 			VC.attributes= atts;
 			fs.(vname)  = VC;
 		end
+
+		%% save result
+		t_save          = tic;
+		fprintf('           save to %s\n', vec_name);
 		if exist(vec_name, 'file')
 			warning('%s already exists, overwriting result', vec_name);
 		end
@@ -191,19 +221,24 @@ function job_execute(job_file)
 
 		%% report
 		t_samp			= toc(t_samp);
-		fprintf('           took %0.1f s [%0.1f load, %0.1f preproc, %0.1f proc, %0.1f save]\n', t_samp, t_load, t_preproc, t_proc, t_save);
+		fprintf('           took %0.2f s [%0.2f load, %0.2f preproc, %0.2f proc, %0.2f save]\n', t_samp, t_load, t_preproc, t_proc, t_save);
 		fprintf('           %2d h %2d m %2d s elapsed so far\n', hms(toc(t_begin)));
 		
+		%% figure settings
+		offset			= 10;
+		
+		
 		%% plot vector field
 		pass			= length(piv_result{1});
 		if plt_opts.b_plot_u
-			figure(1);
+			figure(1+offset);
 			clf;
 			ax			= [];
 			for c = 1 : n_correl
 				V		=  piv_result{c}(pass);
+				V.ux(V.nan_mask)= nan;
 				subplot(1,n_correl,c);
-				ax(c)	= gca;
+				ax(end+1)	= gca;
 				imagesc(V.win_x, V.win_y, V.ux')
 				axis equal tight ij;
 				colormap(redblue);
@@ -217,18 +252,19 @@ function job_execute(job_file)
 
 		%% plot v component field
 		if plt_opts.b_plot_v
-			figure(2);
+			figure(2+offset);
 			clf;
 			ax			= [];
 			for c = 1 : n_correl
 				V		=  piv_result{c}(pass);
+				V.uy(V.nan_mask)= nan;
 				subplot(1,n_correl,c);
-				ax(c)	= gca;
+				ax(end+1)	= gca;
 				imagesc(V.win_x, V.win_y, V.uy')
 				axis equal tight ij;
 				colormap(redblue);
 				colorbar;
-				set(gca,'clim',[-4 4]);
+				set(gca,'clim',[-16 16]);
 				title(sprintf('v component, camera %d', c));
 			end
 			linkaxes(ax,'xy');
@@ -237,13 +273,14 @@ function job_execute(job_file)
 
 		%% plot correlation value
 		if plt_opts.b_plot_cv
-			figure(4);
+			figure(4+offset);
 			clf;
 			ax			= [];
 			for c = 1 : n_correl
 				V		=  piv_result{c}(pass);
 				subplot(1,n_correl,c);
-				ax(c)	= gca;
+				ax(end+1)	= gca;
+				V.peak_mag(V.nan_mask)= nan;
 				imagesc(V.win_x, V.win_y, V.peak_mag')
 				axis equal tight ij;
 				hold on;
@@ -258,6 +295,7 @@ function job_execute(job_file)
 			end
 			linkaxes(ax,'xy');
 			drawnow;
+            fprintf('mean correlation value = %0.2f\n', nanmean(V.peak_mag(:)));
 		end
 	end
 end
\ No newline at end of file
diff --git a/job_postprocess.m b/job_postprocess.m
new file mode 100644
index 0000000..3fdd355
--- /dev/null
+++ b/job_postprocess.m
@@ -0,0 +1,65 @@
+function job_postprocess(job_file)
+	% load a PIV processing job and execute it
+	
+	%% load options from job file
+	job				= importdata(job_file);
+	% source images
+	src_dir			= job.src_dir;
+	src_pat			= job.src_pat;
+	src_range		= job.src_range;
+	n_src			= length(src_range);
+	% output vector fields
+	b_overwrite     = job.b_overwrite;
+	dst_dir			= job.dst_dir;
+	dst_pat			= job.dst_pat;
+    % postprocessing operations to perform
+    operations      = job.operations;
+    
+	%% report
+	fprintf('--------------------------------------------------------------\n');
+	fprintf('PROCESSING START %s\n', datestr(now));
+	t_begin			= tic;
+	
+	
+	%% loop over files to be processed
+	for n = 1 : n_src
+		%% load
+		t_samp			= tic;
+		% check source exists
+		src_name		= sprintf(src_pat, src_dir, src_range(n));
+		fprintf('[%3d/%3d] %s \n', n, n_src, src_name);
+		if ~exist(src_name, 'file')
+			warning('source %s does not exist, skipping\n', src_name);
+			continue;
+		end
+		% check output does not exist
+		dst_name        = sprintf(dst_pat, dst_dir, src_range(n));
+		if exist(dst_name, 'file') && ~b_overwrite
+			warning('output %s already exists, skipping\n', dst_name);
+			continue;
+        end
+        % load vector field from file
+        t_load          = tic;
+        V               = load(src_name);
+        t_load          = toc(t_load);
+        
+        %% apply postprocessing chain to vector field
+        t_proc          = tic;
+        W               = vector_postprocess(V.C1, operations);
+        t_proc          = toc(t_proc);
+
+		%% save result
+		t_save          = tic;
+		fprintf('           save to %s\n', dst_name);
+		if exist(dst_name, 'file')
+			warning('%s already exists, overwriting result', dst_name);
+		end
+		save(dst_name, '-struct', 'W');
+		t_save          = toc(t_save);
+
+		%% report
+		t_samp			= toc(t_samp);
+		fprintf('           took %0.1f s [%0.1f load, %0.1f proc, %0.1f save]\n', t_samp, t_load, t_proc, t_save);
+		fprintf('           %2d h %2d m %2d s elapsed so far\n', hms(toc(t_begin)));
+    end
+end
\ No newline at end of file
diff --git a/misc/gradient_o2_2d.m b/misc/gradient_o2_2d.m
new file mode 100644
index 0000000..b1f07b2
--- /dev/null
+++ b/misc/gradient_o2_2d.m
@@ -0,0 +1,33 @@
+function [fx, fy] = gradient_o4_2d(f, dx, dy)
+	% calculate second order accurate approximation to gradient of f(x,y)
+	% using the formula
+	% df/dx = (u(i+1,j,k) - u(i-1,j,k))/(2dx)
+	
+	%% fill in missing arguments
+	if nargin < 2
+		dx				= 1;
+	end
+	if nargin < 3
+		dy				= dx;
+	end
+
+	%% generate kernels
+	kernel_x				= reshape([1 0 -1] / (2*dx), [3 1]);
+	kernel_y				= reshape([1 0 -1] / (2*dy), [1 3]);
+	
+	%% convolve over given dimension
+	fx						= convn(f, kernel_x, 'same');
+	fy						= convn(f, kernel_y, 'same');
+	
+	%% mask invalid regions with nan
+	if size(f,1) >= 3
+		fx([1 end],:)	= nan;
+	else
+		fx				= nan(size(f));
+	end
+	if size(f,2) >= 3
+		fy(:,[1 end])	= nan;
+	else
+		fy				= nan(size(f));
+	end
+end
\ No newline at end of file
diff --git a/misc/gradient_o4_2d.m b/misc/gradient_o4_2d.m
new file mode 100644
index 0000000..9f38447
--- /dev/null
+++ b/misc/gradient_o4_2d.m
@@ -0,0 +1,34 @@
+function [fx, fy] = gradient_o4_2d(f, dx, dy)
+	% calculate fourth order accurate approximation to gradient of f(x,y)
+	% using the formula
+	% df/dx = (-u(i+2,j,k) + 8u(i+1,j,k) - 8u(i-1,j,k) + u(i-2,j,k))/(12dx)
+	% df/dy = (-u(i,j+2,k) + 8u(i,j+1,k) - 8u(i,j-1,k) + u(i,j-2,k))/(12dy)
+	
+	%% fill in missing arguments
+	if nargin < 2
+		dx					= 1;
+	end
+	if nargin < 3
+		dy					= dx;
+	end
+	
+	%% generate kernels
+	kernel_x				= reshape([-1 8 0 -8 1] / (12*dx), [5 1 1]);
+	kernel_y				= reshape([-1 8 0 -8 1] / (12*dy), [1 5 1]);
+	
+	%% convolve over given dimension
+	fx						= convn(f, kernel_x, 'same');
+	fy						= convn(f, kernel_y, 'same');
+	
+	%% mask invalid regions with nan
+	if size(f,1) > 5
+		fx([1:2 end-1 end],:)= nan;
+	else
+		fx					= nan(size(f));
+	end
+	if size(f,2) > 5
+		fy(:,[1:2 end-1 end])= nan;
+	else
+		fy					= nan(size(f));
+	end
+end
\ No newline at end of file
diff --git a/misc/readimg.m b/misc/readimg.m
new file mode 100644
index 0000000..093ab15
--- /dev/null
+++ b/misc/readimg.m
@@ -0,0 +1,56 @@
+function [im_ary, atts] = readimg(file_name)
+    [~,~,ext]     = fileparts(file_name);
+    if strcmpi(ext, '.imx')
+        %% load imx image array
+        imx				= readimx(src_name);
+        im_ary			= cellfun(@(f) single(f.Components{1}.Planes{1}), imx.Frames, 'UniformOutput', false);
+        atts            = readAttributes(imx);
+    elseif strcmpi(ext, '.tif') || strcmpi(ext, '.tiff')
+        %% load TIF image array
+        info            = imfinfo(file_name);
+        n_pages         = length(info);
+        im_ary          = cell(1, n_pages);
+        for n = 1 : n_pages
+            im_ary{n}   = single(imread(file_name, n));
+        end
+        
+        %% read optional attributes from TIFF XMP tag
+        % using custom headers from gige data logger
+        t               = Tiff(file_name, 'r');
+        xmlstr          = '<metadata></metadata>';
+        try
+            xmlstr      = sprintf('<metadata>\n%s\n</metadata>', t.getTag('XMP'));
+        end
+        dom             = xmlstr2struct(xmlstr);
+        metadata        = dom.metadata;
+        atts            = containers.Map;
+        % parse fields, if present
+        if isfield(metadata, 'AcqTime')
+            atts('AcqTime') = metadata.AcqTime.Text;
+        end
+        if isfield(metadata, 'DeltaT')
+            % hard coded to use microseconds as units for now
+            % unit information is provided in 
+            units_to_seconds= 1E-6;            
+            atts('DeltaT')  = str2double(metadata.DeltaT.Text) * units_to_seconds;
+        end
+        if isfield(metadata, 'Exposure')
+            units_to_seconds= 1E-6;
+            atts('Exposure')= str2double(metadata.Exposure.Text) * units_to_seconds;
+        end
+        if isfield(metadata, 'SampleIndex')
+            atts('SampleIndex') = str2double(metadata.SampleIndex.Text);
+        end
+	elseif strcmpi(ext, '.jpg')
+		%% load single JPG image
+        img				= imread(file_name);
+		% convert to grayscale if necessary
+		img				= sqrt(sum(img.^2, 3));
+        im_ary			= {img};
+        atts			= containers.Map;
+		atts('SampleIndex')= 1;
+		atts('DeltaT') = 1;
+	else
+        error('unrecognised file format');
+    end
+end
\ No newline at end of file
diff --git a/misc/scale2d.m b/misc/scale2d.m
new file mode 100644
index 0000000..70b40b7
--- /dev/null
+++ b/misc/scale2d.m
@@ -0,0 +1,64 @@
+function new = scale2d(old, calib, b_keep)
+	% W = scale2d(old, calib)
+	%	rescale a 2D vector field of pixel displacement by a specified calibration
+	%
+	% Input:
+	%	old		vector field structure with image space coordinates
+	%	calib	calibration structure
+    %   b_keep  flag to keep pixel displacement information
+    %
+    % Output:
+    %   new     vector field with components rescaled to object space
+	%
+	% calibration structure contains:
+    %   model   char    (optional) string describing type of calibration model
+    %	P		3x3		linear transformation matrix
+    %
+    % currently, only a linear transformation is implemented
+    % see p2d_im2obj and p2d_obj2im 
+    %
+    % linear transform is defined
+    %   lambda * [x;y;1] = P*[X;Y;1]
+    % where
+    %       (x,y)   coordinates in image space
+    %       (X,Y)   coordinates in object space
+    %       lambda  scale factor
+	
+    %% extract velocity in image coordinates
+    im_u        = old.ux;
+    im_v        = old.uy;
+    
+    %% apply transformation to position
+    [im_x, im_y]= ndgrid(old.win_x, old.win_y);
+    n_vec       = numel(im_x);
+    n_windows   = size(im_x);
+    im_pos      = [im_x(:) im_y(:)]';
+    gl_pos      = p2d_map_im2obj(calib.P, im_pos);
+    X           = reshape(gl_pos(1,:), n_windows);
+    Y           = reshape(gl_pos(2,:), n_windows);
+    
+    %% apply transformation to displacement
+    im_aug      = [im_pos; ones(1, n_vec)];
+    UV_aug      = zeros(3, n_vec);
+    P           = calib.P;
+    lambda      = P(3,:)*[gl_pos; ones(1, n_vec)];
+    for k = 1 : n_vec
+        P_aug           = [P(:,1:2), -im_aug(:,k)];
+        UV_aug(:,k)     = lambda(k) * (P_aug \ [im_u(k); im_v(k); 0]);
+    end
+    U           = reshape(UV_aug(1,:), n_windows);
+    V           = reshape(UV_aug(2,:), n_windows);
+    
+    %% update fields
+    % discard old fields
+    new             = old;
+    if nargin < 3 || ~b_keep
+        new         = rmfield(new, {'ux', 'uy', 'win_x', 'win_y'});
+    end
+    % add new fields
+    new.X           = X;
+    new.Y           = Y;
+    new.U           = U;
+    new.V           = V;
+    new.calib       = calib; 
+end
\ No newline at end of file
diff --git a/misc/scaledt.m b/misc/scaledt.m
new file mode 100644
index 0000000..3a9c484
--- /dev/null
+++ b/misc/scaledt.m
@@ -0,0 +1,28 @@
+function new = scaledt(old, new_dt)
+	% W = scaledt(V, scale)
+	%	rescale PIV delta-t by new value
+    %       U   -> U * dt / new_dt
+    %       dt  -> new_dt
+	
+    %% define new scale factor
+    new         = old;
+    scale       = old.dt / new_dt;
+    new.dt      = new_dt;
+    
+    %% apply scale to velocity components if present
+    if isfield(old, 'ux')
+        new.ux  = old.ux * scale;
+    end
+    if isfield(old, 'uy')
+        new.uy  = old.uy * scale;
+    end
+    if isfield(old, 'U')
+        new.U   = old.U * scale;
+    end
+    if isfield(old, 'V')
+        new.V   = old.V * scale;
+    end
+    if isfield(old, 'W')
+        new.W   = old.W * scale;
+    end
+end
\ No newline at end of file
diff --git a/misc/test_scale2d.m b/misc/test_scale2d.m
new file mode 100644
index 0000000..85ac018
--- /dev/null
+++ b/misc/test_scale2d.m
@@ -0,0 +1,42 @@
+
+clear;
+load('F:\mixer\231020\calibration\CAM1-01.mat');
+
+%% create a random velocity field
+win_x       = 16 : 16 : 6600;
+win_y       = 16 : 16 : 4400;
+[im_x,im_y] = ndgrid(win_x, win_y);
+im_pos      = [im_x(:) im_y(:)]';
+obj_pos     = p2d_map_im2obj(P, im_pos);
+n_windows   = size(im_x);
+
+% rando velocity
+im_ux       = randn(n_windows);
+im_uy       = randn(n_windows);
+% construct object space velocity using numerical approximation
+im_pos_plus = im_pos + [im_ux(:) im_uy(:)]'/2;
+im_pos_minus= im_pos - [im_ux(:) im_uy(:)]'/2;
+obj_vel     = p2d_map_im2obj(P, im_pos_plus) - p2d_map_im2obj(P, im_pos_minus);
+obj_ux      = reshape(obj_vel(1,:), n_windows);
+obj_uy      = reshape(obj_vel(2,:), n_windows);
+
+%% apply rescaling
+V_im        = struct('win_x', win_x, 'win_y', win_y, ...
+                    'ux', im_ux, 'uy', im_uy);
+calib       = struct('P', P);
+V_obj       = scale2d(V_im, calib, false);
+
+%% compare
+rms(obj_ux(:) - V_obj.U(:))
+rms(obj_uy(:) - V_obj.V(:))
+
+%% compare
+figure(1);
+clf;
+plot(obj_ux(:), V_obj.U(:), '.');
+hold on;
+plot(obj_uy(:), V_obj.V(:), '.');
+axis equal tight;
+
+
+
diff --git a/misc/xmlstr2struct.m b/misc/xmlstr2struct.m
new file mode 100644
index 0000000..79aed7e
--- /dev/null
+++ b/misc/xmlstr2struct.m
@@ -0,0 +1,28 @@
+function s = xmlstr2struct(xml)
+    % s = xmlstr2struct(xml)
+    % parse an XML string into a MATLAB structure
+    %
+    % Input:
+    %   xml     xml markup string
+    % Output:
+    %   s       MATLAB structure containing parsed output of xml markup
+
+    % create a temporary file name
+    s       = [];
+    fname   = tempname;
+    try
+        %% create temporary file
+        fp      = fopen(fname, 'w');
+        fwrite(fp, xml);
+        fclose(fp);
+        
+        %% read xml
+        s       = xml2struct(fname);
+        
+        %% delete
+        delete(fname);
+    catch
+        % delete temporary file
+        delete(fname);
+    end
+end
\ No newline at end of file
diff --git a/sampledata/NACA0020_00000.jpg b/sampledata/NACA0020_00000.jpg
new file mode 100644
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diff --git a/vector_postprocess.m b/vector_postprocess.m
new file mode 100644
index 0000000..b26d7dc
--- /dev/null
+++ b/vector_postprocess.m
@@ -0,0 +1,44 @@
+function W = vector_postprocess(V, ops)
+	% apply postprocessing to vector field
+    % by sequentially applying operations in ops to V
+	%
+	% each element in ops has at least one member, 'type', which determines what
+	% type of filter is to be applied. it is a string which selects from a
+	% number of different available filters
+	%
+	% Type/member	Default	Description
+	% ----------------------------------------------------------------------
+	% scale2d					apply scaling from image to object space
+	%	.P          eye(3)		2D projection matrix representing mapping
+	%                           from image space to object space
+    %   .keep       false       flag to indicate whether old pixel
+    %                           displacement data should be retained
+	% scaledt                   rescale PIV delta t
+    %   .dt         1           new value of PIV delta-t to rescale data to
+	
+	%% iteratively apply filters
+	W                   = V;
+	n_ops               = length(ops);
+	
+	for i = 1 : n_ops
+		operation       = ops{i};
+		if strcmp(operation.type, 'scale2d')
+			%% scale from image to object space
+			calib       = struct('P', eye(3));
+            keep        = false;
+			if isfield(operation, 'P'), calib.P = operation.P; end
+            if isfield(operation, 'keep'), keep = operation.keep; end
+			W            = scale2d(W, calib, keep);
+        elseif strcmp(operation.type, 'scaledt')
+            %% scale to new delta t
+            dt           = 1;   % scales to pixel displacement (unit delta t)
+            if isfield(operation, 'dt'), dt = operation.dt; end
+            W            = scaledt(W, dt);
+        elseif strcmp(operation.type, 'null')
+            %% null operation, do nothing
+        else
+			error('unrecognised filter type %s', filter.type);
+		end
+	end
+end
+	
\ No newline at end of file
-- 
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