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# Image::Density::TIFF |
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# Calculate the density of a TIFF image in a way that helps estimate scanned |
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# image quality. |
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# |
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# Copyright (C) 2003-2012 Gregor N. Purdy, Sr. All rights reserved. |
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# This program is free software. It is subject to the same license as Perl. |
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# |
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# $Id$ |
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# |
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=head1 NAME |
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Image::Density::TIFF |
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=head1 SYNOPSIS |
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use Image::Density::TIFF; |
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print "Density: %f\n", tiff_density("foo.tif"); # single-page |
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print "Densities: ", join(", ", tiff_densities("bar.tif")), "\n"; # multi-page |
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=head1 DESCRIPTION |
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A trivial density calculation would count the number of black pixels and |
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divide by the total number of pixels. However, it would produce misleading |
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results in the case where the image contains one or more target areas with |
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scanned content and large blank areas in between (imagine a photocopy of a |
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driver's license in the middle of a page). |
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The metric implemented here estimates the density of data where there I |
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data, and has a |
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reasonable correlation with goodness as judged by humans. That is, if you |
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let a human look at a set of images and judge quality, the density values for |
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those images as calculated here tend to correlate well with the human |
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judgement (densities that are too high or too low represent "bad" images). |
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This algorithm is intended for use on bitonal TIFF images, such as those from |
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scanning paper documents. |
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=head2 The calculation |
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We omit the margins because there is likely to be noise there, such as black |
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strips due to page skew. This does admit the possibility that we are skipping |
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over something important, but the margin skipping here worked well on the |
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test images. |
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Leading and trailing white on a row are omitted from counting, as are runs of |
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white at least as long as the margin width. This helps out when we have images |
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with large blank areas, but decent density within the areas filled in, which |
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is what we really care about. |
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=head1 AUTHOR |
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Gregor N. Purdy, Sr. |
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=head1 COPYRIGHT |
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Copyright (C) 2003-2012 Gregor N. Purdy, Sr. All rights reserved. |
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=head1 LICENSE |
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This program is free software. Its use is subject to the same license as Perl. |
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=cut |
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use strict; |
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use warnings 'all'; |
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package Image::Density::TIFF; |
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use MAS::TIFF::File; |
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our $VERSION = '0.3'; |
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BEGIN { |
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use Exporter; |
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use vars qw(@ISA @EXPORT); |
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@ISA = qw(Exporter); |
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@EXPORT = qw(&tiff_density &tiff_densities); |
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} |
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my $MARGIN_FACTOR = 20; |
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sub tiff_directory_density { |
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use integer; |
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my $t = shift; |
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die "Could not open file for reading" unless defined $t; |
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my $bps = $t->bits_per_sample; |
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die "Could not determine TIFF bits per sample file for reading" unless defined $bps; |
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die "Cannot process TIFF files with more than on ebit per sample!" unless $bps == 1; |
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my $spp = $t->samples_per_pixel; |
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my $w = $t->image_width; |
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my $h = $t->image_length; |
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my $w_margin = $w / $MARGIN_FACTOR; |
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my $h_margin = $h / $MARGIN_FACTOR; |
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my $black = 0; |
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my $white = 0; |
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# |
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# We omit the top and bottom margins because there is likely to be noise there, |
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# such as black strips due to page skew. |
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# |
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# We have to read the first h_margin rows, rather than skip them, because the |
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# TIFF file's compression algorithm might not support random access. |
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# |
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my $scan_line_reader = $t->scan_line_reader; |
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for (my $i = $h_margin; $i < ($h - $h_margin); $i++) { |
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# |
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# We omit the left and right margins because there is likely to be noise there, |
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# such as black strips due to page skew. |
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# |
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# The setup of last_sample and run_length simulates a leading white run long |
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# enough that any actual leading white, no matter how much, will be omitted. |
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# |
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my $row_black = 0; |
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my $row_white = 0; |
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my $last_sample = 0; |
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my $run_length = $w_margin; |
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my $scan_line = &$scan_line_reader($i); |
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for (my $j = $w_margin; $j < ($w - $w_margin); $j++) { |
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my $byte_index = $j / 8; |
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my $byte = vec($scan_line, $byte_index, 8); |
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my $bit_index = 7 - ($j % 8); |
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my $bit = ($byte >> $bit_index) & 0x01; |
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my $sample = !$bit; |
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# |
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# We don't count row white until we see black. This omits leading and trailing |
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# white on the row, which helps out when we have images with large blank areas, |
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# but decent density within the areas filled in, which is what we really care |
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# about. |
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# |
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# We also don't count row_white when it is greater than the margin, since that |
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# amounts to a "large" empty space, and we really want the density of *data*, |
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# where there *is* data. |
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# |
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if ($sample == $last_sample) { |
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$run_length++; |
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} |
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else { |
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if ($run_length < $w_margin) { |
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if ($last_sample) { |
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$row_black += $run_length; |
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} |
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else { |
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$row_white += $run_length; |
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} |
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} |
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$last_sample = $sample; |
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$run_length = 1; |
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} |
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} |
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if ($run_length < $w_margin) { |
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if ($last_sample) { |
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$row_black += $run_length; |
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} |
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# We don't add trailing white runs to the row's total |
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} |
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$white += $row_white; |
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$black += $row_black; |
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} |
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my $density; |
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if ($black + $white > 0) { |
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no integer; |
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$density = $black / ($black + $white); |
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} |
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else { |
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$density = -1.0; |
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} |
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return $density; |
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} |
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sub tiff_density { |
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my $file_name = shift; |
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199
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my $tiff = MAS::TIFF::File->new($file_name); |
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201
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my ($first_ifd, ) = $tiff->ifds; |
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203
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my $density = tiff_directory_density($first_ifd); |
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$tiff->close; |
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undef $tiff; |
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return $density; |
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} |
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sub tiff_densities { |
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my $file_name = shift; |
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215
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my $tiff = MAS::TIFF::File->new($file_name); |
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217
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my @densities = map { $_ = tiff_directory_density($_) } $tiff->ifds; |
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219
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$tiff->close; |
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221
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undef $tiff; |
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223
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return @densities; |
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} |
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1; |
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