website/includes/qrcodedecoder/Zxing/Common/HybridBinarizer.php

<?php
/*
* Copyright 2009 ZXing authors
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
*      http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/

namespace Zxing\Common;

use Zxing\Binarizer;
use Zxing\LuminanceSource;
use Zxing\NotFoundException;

/**
 * This class implements a local thresholding algorithm, which while slower than the
 * GlobalHistogramBinarizer, is fairly efficient for what it does. It is designed for
 * high frequency images of barcodes with black data on white backgrounds. For this application,
 * it does a much better job than a global blackpoint with severe shadows and gradients.
 * However it tends to produce artifacts on lower frequency images and is therefore not
 * a good general purpose binarizer for uses outside ZXing.
 *
 * This class extends GlobalHistogramBinarizer, using the older histogram approach for 1D readers,
 * and the newer local approach for 2D readers. 1D decoding using a per-row histogram is already
 * inherently local, and only fails for horizontal gradients. We can revisit that problem later,
 * but for now it was not a win to use local blocks for 1D.
 *
 * This Binarizer is the default for the unit tests and the recommended class for library users.
 *
 * @author dswitkin@google.com (Daniel Switkin)
 */
final class HybridBinarizer extends GlobalHistogramBinarizer
{

    // This class uses 5x5 blocks to compute local luminance, where each block is 8x8 pixels.
    // So this is the smallest dimension in each axis we can accept.
    private static $BLOCK_SIZE_POWER = 3;
    private static $BLOCK_SIZE = 8; // ...0100...00
    private static $BLOCK_SIZE_MASK = 7;   // ...0011...11
    private static $MINIMUM_DIMENSION = 40;
    private static $MIN_DYNAMIC_RANGE = 24;

    private $matrix;

    public function __construct($source)
    {
        parent::__construct($source);
        self::$BLOCK_SIZE_POWER  = 3;
        self::$BLOCK_SIZE        = 1 << self::$BLOCK_SIZE_POWER; // ...0100...00
        self::$BLOCK_SIZE_MASK   = self::$BLOCK_SIZE - 1;   // ...0011...11
        self::$MINIMUM_DIMENSION = self::$BLOCK_SIZE * 5;
        self::$MIN_DYNAMIC_RANGE = 24;
    }

    /**
     * Calculates the final BitMatrix once for all requests. This could be called once from the
     * constructor instead, but there are some advantages to doing it lazily, such as making
     * profiling easier, and not doing heavy lifting when callers don't expect it.
     */
    public function getBlackMatrix()
    {
        if ($this->matrix !== null) {
            return $this->matrix;
        }
        $source = $this->getLuminanceSource();
        $width  = $source->getWidth();
        $height = $source->getHeight();
        if ($width >= self::$MINIMUM_DIMENSION && $height >= self::$MINIMUM_DIMENSION) {
            $luminances = $source->getMatrix();
            $subWidth   = $width >> self::$BLOCK_SIZE_POWER;
            if (($width & self::$BLOCK_SIZE_MASK) != 0) {
                $subWidth++;
            }
            $subHeight = $height >> self::$BLOCK_SIZE_POWER;
            if (($height & self::$BLOCK_SIZE_MASK) != 0) {
                $subHeight++;
            }
            $blackPoints = self::calculateBlackPoints($luminances, $subWidth, $subHeight, $width, $height);

            $newMatrix = new BitMatrix($width, $height);
            self::calculateThresholdForBlock($luminances, $subWidth, $subHeight, $width, $height, $blackPoints, $newMatrix);
            $this->matrix = $newMatrix;
        } else {
            // If the image is too small, fall back to the global histogram approach.
            $this->matrix = parent::getBlackMatrix();
        }

        return $this->matrix;
    }

    /**
     * Calculates a single black point for each block of pixels and saves it away.
     * See the following thread for a discussion of this algorithm:
     *  http://groups.google.com/group/zxing/browse_thread/thread/d06efa2c35a7ddc0
     */
    private static function calculateBlackPoints(
        $luminances,
        $subWidth,
        $subHeight,
        $width,
        $height
    ) {
        $blackPoints = fill_array(0, $subHeight, 0);
        foreach ($blackPoints as $key => $point) {
            $blackPoints[$key] = fill_array(0, $subWidth, 0);
        }
        for ($y = 0; $y < $subHeight; $y++) {
            $yoffset    = ($y << self::$BLOCK_SIZE_POWER);
            $maxYOffset = $height - self::$BLOCK_SIZE;
            if ($yoffset > $maxYOffset) {
                $yoffset = $maxYOffset;
            }
            for ($x = 0; $x < $subWidth; $x++) {
                $xoffset    = ($x << self::$BLOCK_SIZE_POWER);
                $maxXOffset = $width - self::$BLOCK_SIZE;
                if ($xoffset > $maxXOffset) {
                    $xoffset = $maxXOffset;
                }
                $sum = 0;
                $min = 0xFF;
                $max = 0;
                for ($yy = 0, $offset = $yoffset * $width + $xoffset; $yy < self::$BLOCK_SIZE; $yy++, $offset += $width) {
                    for ($xx = 0; $xx < self::$BLOCK_SIZE; $xx++) {
                        $pixel = ((int)($luminances[(int)($offset + $xx)]) & 0xFF);
                        $sum   += $pixel;
                        // still looking for good contrast
                        if ($pixel < $min) {
                            $min = $pixel;
                        }
                        if ($pixel > $max) {
                            $max = $pixel;
                        }
                    }
                    // short-circuit min/max tests once dynamic range is met
                    if ($max - $min > self::$MIN_DYNAMIC_RANGE) {
                        // finish the rest of the rows quickly
                        for ($yy++, $offset += $width; $yy < self::$BLOCK_SIZE; $yy++, $offset += $width) {
                            for ($xx = 0; $xx < self::$BLOCK_SIZE; $xx++) {
                                $sum += ($luminances[$offset + $xx] & 0xFF);
                            }
                        }
                    }
                }

                // The default estimate is the average of the values in the block.
                $average = ($sum >> (self::$BLOCK_SIZE_POWER * 2));
                if ($max - $min <= self::$MIN_DYNAMIC_RANGE) {
                    // If variation within the block is low, assume this is a block with only light or only
                    // dark pixels. In that case we do not want to use the average, as it would divide this
                    // low contrast area into black and white pixels, essentially creating data out of noise.
                    //
                    // The default assumption is that the block is light/background. Since no estimate for
                    // the level of dark pixels exists locally, use half the min for the block.
                    $average = (int)($min / 2);

                    if ($y > 0 && $x > 0) {
                        // Correct the "white background" assumption for blocks that have neighbors by comparing
                        // the pixels in this block to the previously calculated black points. This is based on
                        // the fact that dark barcode symbology is always surrounded by some amount of light
                        // background for which reasonable black point estimates were made. The bp estimated at
                        // the boundaries is used for the interior.

                        // The (min < bp) is arbitrary but works better than other heuristics that were tried.
                        $averageNeighborBlackPoint =
                            (int)(($blackPoints[$y - 1][$x] + (2 * $blackPoints[$y][$x - 1]) + $blackPoints[$y - 1][$x - 1]) / 4);
                        if ($min < $averageNeighborBlackPoint) {
                            $average = $averageNeighborBlackPoint;
                        }
                    }
                }
                $blackPoints[$y][$x] = (int)($average);
            }
        }

        return $blackPoints;
    }

    /**
     * For each block in the image, calculate the average black point using a 5x5 grid
     * of the blocks around it. Also handles the corner cases (fractional blocks are computed based
     * on the last pixels in the row/column which are also used in the previous block).
     */
    private static function calculateThresholdForBlock(
        $luminances,
        $subWidth,
        $subHeight,
        $width,
        $height,
        $blackPoints,
        $matrix
    ) {
        for ($y = 0; $y < $subHeight; $y++) {
            $yoffset    = ($y << self::$BLOCK_SIZE_POWER);
            $maxYOffset = $height - self::$BLOCK_SIZE;
            if ($yoffset > $maxYOffset) {
                $yoffset = $maxYOffset;
            }
            for ($x = 0; $x < $subWidth; $x++) {
                $xoffset    = ($x << self::$BLOCK_SIZE_POWER);
                $maxXOffset = $width - self::$BLOCK_SIZE;
                if ($xoffset > $maxXOffset) {
                    $xoffset = $maxXOffset;
                }
                $left = self::cap($x, 2, $subWidth - 3);
                $top  = self::cap($y, 2, $subHeight - 3);
                $sum  = 0;
                for ($z = -2; $z <= 2; $z++) {
                    $blackRow = $blackPoints[$top + $z];
                    $sum      += $blackRow[$left - 2] + $blackRow[$left - 1] + $blackRow[$left] + $blackRow[$left + 1] + $blackRow[$left + 2];
                }
                $average = (int)($sum / 25);

                self::thresholdBlock($luminances, $xoffset, $yoffset, $average, $width, $matrix);
            }
        }
    }

    private static function cap($value, $min, $max)
    {
        if ($value < $min) {
            return $min;
        } elseif ($value > $max) {
            return $max;
        } else {
            return $value;
        }
    }

    /**
     * Applies a single threshold to a block of pixels.
     */
    private static function thresholdBlock(
        $luminances,
        $xoffset,
        $yoffset,
        $threshold,
        $stride,
        $matrix
    ) {

        for ($y = 0, $offset = $yoffset * $stride + $xoffset; $y < self::$BLOCK_SIZE; $y++, $offset += $stride) {
            for ($x = 0; $x < self::$BLOCK_SIZE; $x++) {
                // Comparison needs to be <= so that black == 0 pixels are black even if the threshold is 0.
                if (($luminances[$offset + $x] & 0xFF) <= $threshold) {
                    $matrix->set($xoffset + $x, $yoffset + $y);
                }
            }
        }
    }

    public function createBinarizer($source)
    {
        return new HybridBinarizer($source);
    }
}