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329 lines
11 KiB
C++
329 lines
11 KiB
C++
///////////////////////////////////////////////////////////////////////
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// File: thresholder.cpp
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// Description: Base API for thresolding images in tesseract.
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// Author: Ray Smith
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// Created: Mon May 12 11:28:15 PDT 2008
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//
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// (C) Copyright 2008, Google Inc.
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// Licensed under the Apache License, Version 2.0 (the "License");
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// you may not use this file except in compliance with the License.
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// You may obtain a copy of the License at
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// http://www.apache.org/licenses/LICENSE-2.0
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// Unless required by applicable law or agreed to in writing, software
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// distributed under the License is distributed on an "AS IS" BASIS,
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// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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// See the License for the specific language governing permissions and
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// limitations under the License.
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//
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///////////////////////////////////////////////////////////////////////
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#include "allheaders.h"
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#include "thresholder.h"
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#include <string.h>
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#include "otsuthr.h"
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#include "openclwrapper.h"
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namespace tesseract {
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ImageThresholder::ImageThresholder()
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: pix_(NULL),
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image_width_(0), image_height_(0),
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pix_channels_(0), pix_wpl_(0),
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scale_(1), yres_(300), estimated_res_(300) {
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SetRectangle(0, 0, 0, 0);
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}
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ImageThresholder::~ImageThresholder() {
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Clear();
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}
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// Destroy the Pix if there is one, freeing memory.
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void ImageThresholder::Clear() {
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pixDestroy(&pix_);
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}
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// Return true if no image has been set.
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bool ImageThresholder::IsEmpty() const {
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return pix_ == NULL;
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}
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// SetImage makes a copy of all the image data, so it may be deleted
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// immediately after this call.
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// Greyscale of 8 and color of 24 or 32 bits per pixel may be given.
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// Palette color images will not work properly and must be converted to
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// 24 bit.
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// Binary images of 1 bit per pixel may also be given but they must be
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// byte packed with the MSB of the first byte being the first pixel, and a
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// one pixel is WHITE. For binary images set bytes_per_pixel=0.
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void ImageThresholder::SetImage(const unsigned char* imagedata,
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int width, int height,
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int bytes_per_pixel, int bytes_per_line) {
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int bpp = bytes_per_pixel * 8;
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if (bpp == 0) bpp = 1;
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Pix* pix = pixCreate(width, height, bpp == 24 ? 32 : bpp);
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l_uint32* data = pixGetData(pix);
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int wpl = pixGetWpl(pix);
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switch (bpp) {
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case 1:
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for (int y = 0; y < height; ++y, data += wpl, imagedata += bytes_per_line) {
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for (int x = 0; x < width; ++x) {
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if (imagedata[x / 8] & (0x80 >> (x % 8)))
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CLEAR_DATA_BIT(data, x);
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else
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SET_DATA_BIT(data, x);
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}
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}
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break;
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case 8:
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// Greyscale just copies the bytes in the right order.
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for (int y = 0; y < height; ++y, data += wpl, imagedata += bytes_per_line) {
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for (int x = 0; x < width; ++x)
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SET_DATA_BYTE(data, x, imagedata[x]);
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}
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break;
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case 24:
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// Put the colors in the correct places in the line buffer.
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for (int y = 0; y < height; ++y, imagedata += bytes_per_line) {
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for (int x = 0; x < width; ++x, ++data) {
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SET_DATA_BYTE(data, COLOR_RED, imagedata[3 * x]);
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SET_DATA_BYTE(data, COLOR_GREEN, imagedata[3 * x + 1]);
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SET_DATA_BYTE(data, COLOR_BLUE, imagedata[3 * x + 2]);
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}
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}
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break;
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case 32:
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// Maintain byte order consistency across different endianness.
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for (int y = 0; y < height; ++y, imagedata += bytes_per_line, data += wpl) {
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for (int x = 0; x < width; ++x) {
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data[x] = (imagedata[x * 4] << 24) | (imagedata[x * 4 + 1] << 16) |
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(imagedata[x * 4 + 2] << 8) | imagedata[x * 4 + 3];
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}
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}
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break;
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default:
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tprintf("Cannot convert RAW image to Pix with bpp = %d\n", bpp);
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}
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pixSetYRes(pix, 300);
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SetImage(pix);
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pixDestroy(&pix);
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}
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// Store the coordinates of the rectangle to process for later use.
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// Doesn't actually do any thresholding.
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void ImageThresholder::SetRectangle(int left, int top, int width, int height) {
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rect_left_ = left;
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rect_top_ = top;
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rect_width_ = width;
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rect_height_ = height;
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}
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// Get enough parameters to be able to rebuild bounding boxes in the
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// original image (not just within the rectangle).
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// Left and top are enough with top-down coordinates, but
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// the height of the rectangle and the image are needed for bottom-up.
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void ImageThresholder::GetImageSizes(int* left, int* top,
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int* width, int* height,
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int* imagewidth, int* imageheight) {
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*left = rect_left_;
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*top = rect_top_;
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*width = rect_width_;
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*height = rect_height_;
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*imagewidth = image_width_;
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*imageheight = image_height_;
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}
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// Pix vs raw, which to use? Pix is the preferred input for efficiency,
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// since raw buffers are copied.
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// SetImage for Pix clones its input, so the source pix may be pixDestroyed
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// immediately after, but may not go away until after the Thresholder has
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// finished with it.
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void ImageThresholder::SetImage(const Pix* pix) {
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if (pix_ != NULL)
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pixDestroy(&pix_);
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Pix* src = const_cast<Pix*>(pix);
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int depth;
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pixGetDimensions(src, &image_width_, &image_height_, &depth);
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// Convert the image as necessary so it is one of binary, plain RGB, or
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// 8 bit with no colormap. Guarantee that we always end up with our own copy,
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// not just a clone of the input.
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if (pixGetColormap(src)) {
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Pix* tmp = pixRemoveColormap(src, REMOVE_CMAP_BASED_ON_SRC);
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depth = pixGetDepth(tmp);
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if (depth > 1 && depth < 8) {
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pix_ = pixConvertTo8(tmp, false);
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pixDestroy(&tmp);
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} else {
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pix_ = tmp;
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}
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} else if (depth > 1 && depth < 8) {
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pix_ = pixConvertTo8(src, false);
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} else {
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pix_ = pixCopy(NULL, src);
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}
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depth = pixGetDepth(pix_);
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pix_channels_ = depth / 8;
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pix_wpl_ = pixGetWpl(pix_);
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scale_ = 1;
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estimated_res_ = yres_ = pixGetYRes(pix_);
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Init();
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}
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// Threshold the source image as efficiently as possible to the output Pix.
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// Creates a Pix and sets pix to point to the resulting pointer.
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// Caller must use pixDestroy to free the created Pix.
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void ImageThresholder::ThresholdToPix(PageSegMode pageseg_mode, Pix** pix) {
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if (pix_channels_ == 0) {
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// We have a binary image, but it still has to be copied, as this API
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// allows the caller to modify the output.
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Pix* original = GetPixRect();
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*pix = pixCopy(nullptr, original);
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pixDestroy(&original);
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} else {
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OtsuThresholdRectToPix(pix_, pix);
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}
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}
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// Gets a pix that contains an 8 bit threshold value at each pixel. The
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// returned pix may be an integer reduction of the binary image such that
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// the scale factor may be inferred from the ratio of the sizes, even down
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// to the extreme of a 1x1 pixel thresholds image.
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// Ideally the 8 bit threshold should be the exact threshold used to generate
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// the binary image in ThresholdToPix, but this is not a hard constraint.
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// Returns NULL if the input is binary. PixDestroy after use.
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Pix* ImageThresholder::GetPixRectThresholds() {
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if (IsBinary()) return NULL;
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Pix* pix_grey = GetPixRectGrey();
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int width = pixGetWidth(pix_grey);
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int height = pixGetHeight(pix_grey);
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int* thresholds;
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int* hi_values;
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OtsuThreshold(pix_grey, 0, 0, width, height, &thresholds, &hi_values);
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pixDestroy(&pix_grey);
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Pix* pix_thresholds = pixCreate(width, height, 8);
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int threshold = thresholds[0] > 0 ? thresholds[0] : 128;
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pixSetAllArbitrary(pix_thresholds, threshold);
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delete [] thresholds;
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delete [] hi_values;
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return pix_thresholds;
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}
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// Common initialization shared between SetImage methods.
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void ImageThresholder::Init() {
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SetRectangle(0, 0, image_width_, image_height_);
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}
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// Get a clone/copy of the source image rectangle.
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// The returned Pix must be pixDestroyed.
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// This function will be used in the future by the page layout analysis, and
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// the layout analysis that uses it will only be available with Leptonica,
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// so there is no raw equivalent.
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Pix* ImageThresholder::GetPixRect() {
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if (IsFullImage()) {
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// Just clone the whole thing.
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return pixClone(pix_);
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} else {
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// Crop to the given rectangle.
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Box* box = boxCreate(rect_left_, rect_top_, rect_width_, rect_height_);
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Pix* cropped = pixClipRectangle(pix_, box, NULL);
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boxDestroy(&box);
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return cropped;
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}
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}
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// Get a clone/copy of the source image rectangle, reduced to greyscale,
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// and at the same resolution as the output binary.
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// The returned Pix must be pixDestroyed.
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// Provided to the classifier to extract features from the greyscale image.
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Pix* ImageThresholder::GetPixRectGrey() {
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Pix* pix = GetPixRect(); // May have to be reduced to grey.
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int depth = pixGetDepth(pix);
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if (depth != 8) {
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Pix* result = depth < 8 ? pixConvertTo8(pix, false)
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: pixConvertRGBToLuminance(pix);
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pixDestroy(&pix);
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return result;
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}
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return pix;
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}
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// Otsu thresholds the rectangle, taking the rectangle from *this.
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void ImageThresholder::OtsuThresholdRectToPix(Pix* src_pix,
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Pix** out_pix) const {
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PERF_COUNT_START("OtsuThresholdRectToPix")
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int* thresholds;
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int* hi_values;
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int num_channels = OtsuThreshold(src_pix, rect_left_, rect_top_, rect_width_,
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rect_height_, &thresholds, &hi_values);
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// only use opencl if compiled w/ OpenCL and selected device is opencl
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#ifdef USE_OPENCL
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OpenclDevice od;
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if ((num_channels == 4 || num_channels == 1) &&
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od.selectedDeviceIsOpenCL() && rect_top_ == 0 && rect_left_ == 0 ) {
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od.ThresholdRectToPixOCL((unsigned char*)pixGetData(src_pix), num_channels,
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pixGetWpl(src_pix) * 4, thresholds, hi_values,
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out_pix /*pix_OCL*/, rect_height_, rect_width_,
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rect_top_, rect_left_);
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} else {
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#endif
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ThresholdRectToPix(src_pix, num_channels, thresholds, hi_values, out_pix);
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#ifdef USE_OPENCL
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}
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#endif
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delete [] thresholds;
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delete [] hi_values;
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PERF_COUNT_END
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}
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/// Threshold the rectangle, taking everything except the src_pix
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/// from the class, using thresholds/hi_values to the output pix.
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/// NOTE that num_channels is the size of the thresholds and hi_values
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// arrays and also the bytes per pixel in src_pix.
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void ImageThresholder::ThresholdRectToPix(Pix* src_pix,
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int num_channels,
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const int* thresholds,
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const int* hi_values,
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Pix** pix) const {
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PERF_COUNT_START("ThresholdRectToPix")
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*pix = pixCreate(rect_width_, rect_height_, 1);
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uinT32* pixdata = pixGetData(*pix);
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int wpl = pixGetWpl(*pix);
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int src_wpl = pixGetWpl(src_pix);
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uinT32* srcdata = pixGetData(src_pix);
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for (int y = 0; y < rect_height_; ++y) {
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const uinT32* linedata = srcdata + (y + rect_top_) * src_wpl;
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uinT32* pixline = pixdata + y * wpl;
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for (int x = 0; x < rect_width_; ++x) {
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bool white_result = true;
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for (int ch = 0; ch < num_channels; ++ch) {
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int pixel = GET_DATA_BYTE(const_cast<void*>(
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reinterpret_cast<const void *>(linedata)),
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(x + rect_left_) * num_channels + ch);
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if (hi_values[ch] >= 0 &&
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(pixel > thresholds[ch]) == (hi_values[ch] == 0)) {
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white_result = false;
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break;
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}
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}
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if (white_result)
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CLEAR_DATA_BIT(pixline, x);
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else
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SET_DATA_BIT(pixline, x);
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}
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}
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PERF_COUNT_END
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}
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} // namespace tesseract.
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