/********************************************************************** * File: cube_page_segmenter.cpp * Description: Implementation of the Cube Page Segmenter Class * Author: Ahmad Abdulkader * Created: 2007 * * (C) Copyright 2008, Google Inc. ** 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. * **********************************************************************/ #include "cube_line_segmenter.h" #include "ndminx.h" namespace tesseract { // constants that worked for Arabic page segmenter const int CubeLineSegmenter::kLineSepMorphMinHgt = 20; const int CubeLineSegmenter::kHgtBins = 20; const double CubeLineSegmenter::kMaxValidLineRatio = 3.2; const int CubeLineSegmenter::kMaxConnCompHgt = 150; const int CubeLineSegmenter::kMaxConnCompWid = 500; const int CubeLineSegmenter::kMaxHorzAspectRatio = 50; const int CubeLineSegmenter::kMaxVertAspectRatio = 20; const int CubeLineSegmenter::kMinWid = 2; const int CubeLineSegmenter::kMinHgt = 2; const float CubeLineSegmenter::kMinValidLineHgtRatio = 2.5; CubeLineSegmenter::CubeLineSegmenter(CubeRecoContext *cntxt, Pix *img) { cntxt_ = cntxt; orig_img_ = img; img_ = NULL; lines_pixa_ = NULL; init_ = false; line_cnt_ = 0; columns_ = NULL; con_comps_ = NULL; est_alef_hgt_ = 0.0; est_dot_hgt_ = 0.0; } CubeLineSegmenter::~CubeLineSegmenter() { if (img_ != NULL) { pixDestroy(&img_); img_ = NULL; } if (lines_pixa_ != NULL) { pixaDestroy(&lines_pixa_); lines_pixa_ = NULL; } if (con_comps_ != NULL) { pixaDestroy(&con_comps_); con_comps_ = NULL; } if (columns_ != NULL) { pixaaDestroy(&columns_); columns_ = NULL; } } // compute validity ratio for a line double CubeLineSegmenter::ValidityRatio(Pix *line_mask_pix, Box *line_box) { return line_box->h / est_alef_hgt_; } // validate line bool CubeLineSegmenter::ValidLine(Pix *line_mask_pix, Box *line_box) { double validity_ratio = ValidityRatio(line_mask_pix, line_box); return validity_ratio < kMaxValidLineRatio; } // perform a vertical Closing with the specified threshold // returning the resulting conn comps as a pixa Pixa *CubeLineSegmenter::VerticalClosing(Pix *pix, int threshold, Boxa **boxa) { char sequence_str[16]; // do the morphology sprintf(sequence_str, "c100.%d", threshold); Pix *morphed_pix = pixMorphCompSequence(pix, sequence_str, 0); if (morphed_pix == NULL) { return NULL; } // get the resulting lines by computing concomps Pixa *pixac; (*boxa) = pixConnComp(morphed_pix, &pixac, 8); pixDestroy(&morphed_pix); if ((*boxa) == NULL) { return NULL; } return pixac; } // do a desperate attempt at cracking lines Pixa *CubeLineSegmenter::CrackLine(Pix *cracked_line_pix, Box *cracked_line_box, int line_cnt) { // create lines pixa array Pixa **lines_pixa = new Pixa*[line_cnt]; if (lines_pixa == NULL) { return NULL; } memset(lines_pixa, 0, line_cnt * sizeof(*lines_pixa)); // compute line conn comps Pixa *line_con_comps_pix; Boxa *line_con_comps = ComputeLineConComps(cracked_line_pix, cracked_line_box, &line_con_comps_pix); if (line_con_comps == NULL) { delete []lines_pixa; return NULL; } // assign each conn comp to the a line based on its centroid for (int con = 0; con < line_con_comps->n; con++) { Box *con_box = line_con_comps->box[con]; Pix *con_pix = line_con_comps_pix->pix[con]; int mid_y = (con_box->y - cracked_line_box->y) + (con_box->h / 2), line_idx = MIN(line_cnt - 1, (mid_y * line_cnt / cracked_line_box->h)); // create the line if it has not been created? if (lines_pixa[line_idx] == NULL) { lines_pixa[line_idx] = pixaCreate(line_con_comps->n); if (lines_pixa[line_idx] == NULL) { delete []lines_pixa; boxaDestroy(&line_con_comps); pixaDestroy(&line_con_comps_pix); return NULL; } } // add the concomp to the line if (pixaAddPix(lines_pixa[line_idx], con_pix, L_CLONE) != 0 || pixaAddBox(lines_pixa[line_idx], con_box, L_CLONE)) { delete []lines_pixa; boxaDestroy(&line_con_comps); pixaDestroy(&line_con_comps_pix); } } // create the lines pixa Pixa *lines = pixaCreate(line_cnt); bool success = true; // create and check the validity of the lines for (int line = 0; line < line_cnt; line++) { Pixa *line_pixa = lines_pixa[line]; // skip invalid lines if (line_pixa == NULL) { continue; } // merge the pix, check the validity of the line // and add it to the lines pixa Box *line_box; Pix *line_pix = Pixa2Pix(line_pixa, &line_box); if (line_pix == NULL || line_box == NULL || ValidLine(line_pix, line_box) == false || pixaAddPix(lines, line_pix, L_INSERT) != 0 || pixaAddBox(lines, line_box, L_INSERT) != 0) { if (line_pix != NULL) { pixDestroy(&line_pix); } if (line_box != NULL) { boxDestroy(&line_box); } success = false; break; } } // cleanup for (int line = 0; line < line_cnt; line++) { if (lines_pixa[line] != NULL) { pixaDestroy(&lines_pixa[line]); } } delete []lines_pixa; boxaDestroy(&line_con_comps); pixaDestroy(&line_con_comps_pix); if (success == false) { pixaDestroy(&lines); lines = NULL; } return lines; } // do a desperate attempt at cracking lines Pixa *CubeLineSegmenter::CrackLine(Pix *cracked_line_pix, Box *cracked_line_box) { // estimate max line count int max_line_cnt = static_cast((cracked_line_box->h / est_alef_hgt_) + 0.5); if (max_line_cnt < 2) { return NULL; } for (int line_cnt = 2; line_cnt < max_line_cnt; line_cnt++) { Pixa *lines = CrackLine(cracked_line_pix, cracked_line_box, line_cnt); if (lines != NULL) { return lines; } } return NULL; } // split a line continously until valid or fail Pixa *CubeLineSegmenter::SplitLine(Pix *line_mask_pix, Box *line_box) { // clone the line mask Pix *line_pix = pixClone(line_mask_pix); if (line_pix == NULL) { return NULL; } // AND with the image to get the actual line pixRasterop(line_pix, 0, 0, line_pix->w, line_pix->h, PIX_SRC & PIX_DST, img_, line_box->x, line_box->y); // continue to do rasterop morphology on the line until // it splits to valid lines or we fail int morph_hgt = kLineSepMorphMinHgt - 1, best_threshold = kLineSepMorphMinHgt - 1, max_valid_portion = 0; Boxa *boxa; Pixa *pixac; do { pixac = VerticalClosing(line_pix, morph_hgt, &boxa); // add the box offset to all the lines // and check for the validity of each int line, valid_line_cnt = 0, valid_portion = 0; for (line = 0; line < pixac->n; line++) { boxa->box[line]->x += line_box->x; boxa->box[line]->y += line_box->y; if (ValidLine(pixac->pix[line], boxa->box[line]) == true) { // count valid lines valid_line_cnt++; // and the valid portions valid_portion += boxa->box[line]->h; } } // all the lines are valid if (valid_line_cnt == pixac->n) { boxaDestroy(&boxa); pixDestroy(&line_pix); return pixac; } // a larger valid portion if (valid_portion > max_valid_portion) { max_valid_portion = valid_portion; best_threshold = morph_hgt; } boxaDestroy(&boxa); pixaDestroy(&pixac); morph_hgt--; } while (morph_hgt > 0); // failed to break into valid lines // attempt to crack the line pixac = CrackLine(line_pix, line_box); if (pixac != NULL) { pixDestroy(&line_pix); return pixac; } // try to leverage any of the lines // did the best threshold yield a non zero valid portion if (max_valid_portion > 0) { // use this threshold to break lines pixac = VerticalClosing(line_pix, best_threshold, &boxa); // add the box offset to all the lines // and check for the validity of each for (int line = 0; line < pixac->n; line++) { boxa->box[line]->x += line_box->x; boxa->box[line]->y += line_box->y; // remove invalid lines from the pixa if (ValidLine(pixac->pix[line], boxa->box[line]) == false) { pixaRemovePix(pixac, line); line--; } } boxaDestroy(&boxa); pixDestroy(&line_pix); return pixac; } // last resort: attempt to crack the line pixDestroy(&line_pix); return NULL; } // Checks of a line is too small bool CubeLineSegmenter::SmallLine(Box *line_box) { return line_box->h <= (kMinValidLineHgtRatio * est_dot_hgt_); } // Compute the connected components in a line Boxa * CubeLineSegmenter::ComputeLineConComps(Pix *line_mask_pix, Box *line_box, Pixa **con_comps_pixa) { // clone the line mask Pix *line_pix = pixClone(line_mask_pix); if (line_pix == NULL) { return NULL; } // AND with the image to get the actual line pixRasterop(line_pix, 0, 0, line_pix->w, line_pix->h, PIX_SRC & PIX_DST, img_, line_box->x, line_box->y); // compute the connected components of the line to be merged Boxa *line_con_comps = pixConnComp(line_pix, con_comps_pixa, 8); pixDestroy(&line_pix); // offset boxes by the bbox of the line for (int con = 0; con < line_con_comps->n; con++) { line_con_comps->box[con]->x += line_box->x; line_con_comps->box[con]->y += line_box->y; } return line_con_comps; } // create a union of two arbitrary pix Pix *CubeLineSegmenter::PixUnion(Pix *dest_pix, Box *dest_box, Pix *src_pix, Box *src_box) { // compute dimensions of union rect BOX *union_box = boxBoundingRegion(src_box, dest_box); // create the union pix Pix *union_pix = pixCreate(union_box->w, union_box->h, src_pix->d); if (union_pix == NULL) { return NULL; } // blt the src and dest pix pixRasterop(union_pix, src_box->x - union_box->x, src_box->y - union_box->y, src_box->w, src_box->h, PIX_SRC | PIX_DST, src_pix, 0, 0); pixRasterop(union_pix, dest_box->x - union_box->x, dest_box->y - union_box->y, dest_box->w, dest_box->h, PIX_SRC | PIX_DST, dest_pix, 0, 0); // replace the dest_box *dest_box = *union_box; boxDestroy(&union_box); return union_pix; } // create a union of a number of arbitrary pix Pix *CubeLineSegmenter::Pixa2Pix(Pixa *pixa, Box **dest_box, int start_pix, int pix_cnt) { // compute union_box int min_x = INT_MAX, max_x = INT_MIN, min_y = INT_MAX, max_y = INT_MIN; for (int pix_idx = start_pix; pix_idx < (start_pix + pix_cnt); pix_idx++) { Box *pix_box = pixa->boxa->box[pix_idx]; UpdateRange(pix_box->x, pix_box->x + pix_box->w, &min_x, &max_x); UpdateRange(pix_box->y, pix_box->y + pix_box->h, &min_y, &max_y); } (*dest_box) = boxCreate(min_x, min_y, max_x - min_x, max_y - min_y); if ((*dest_box) == NULL) { return NULL; } // create the union pix Pix *union_pix = pixCreate((*dest_box)->w, (*dest_box)->h, img_->d); if (union_pix == NULL) { boxDestroy(dest_box); return NULL; } // create a pix corresponding to the union of all pixs // blt the src and dest pix for (int pix_idx = start_pix; pix_idx < (start_pix + pix_cnt); pix_idx++) { Box *pix_box = pixa->boxa->box[pix_idx]; Pix *con_pix = pixa->pix[pix_idx]; pixRasterop(union_pix, pix_box->x - (*dest_box)->x, pix_box->y - (*dest_box)->y, pix_box->w, pix_box->h, PIX_SRC | PIX_DST, con_pix, 0, 0); } return union_pix; } // create a union of a number of arbitrary pix Pix *CubeLineSegmenter::Pixa2Pix(Pixa *pixa, Box **dest_box) { return Pixa2Pix(pixa, dest_box, 0, pixa->n); } // merges a number of lines into one line given a bounding box and a mask bool CubeLineSegmenter::MergeLine(Pix *line_mask_pix, Box *line_box, Pixa *lines, Boxaa *lines_con_comps) { // compute the connected components of the lines to be merged Pixa *small_con_comps_pix; Boxa *small_line_con_comps = ComputeLineConComps(line_mask_pix, line_box, &small_con_comps_pix); if (small_line_con_comps == NULL) { return false; } // for each connected component for (int con = 0; con < small_line_con_comps->n; con++) { Box *small_con_comp_box = small_line_con_comps->box[con]; int best_line = -1, best_dist = INT_MAX, small_box_right = small_con_comp_box->x + small_con_comp_box->w, small_box_bottom = small_con_comp_box->y + small_con_comp_box->h; // for each valid line for (int line = 0; line < lines->n; line++) { if (SmallLine(lines->boxa->box[line]) == true) { continue; } // for all the connected components in the line Boxa *line_con_comps = lines_con_comps->boxa[line]; for (int lcon = 0; lcon < line_con_comps->n; lcon++) { Box *con_comp_box = line_con_comps->box[lcon]; int xdist, ydist, box_right = con_comp_box->x + con_comp_box->w, box_bottom = con_comp_box->y + con_comp_box->h; xdist = MAX(small_con_comp_box->x, con_comp_box->x) - MIN(small_box_right, box_right); ydist = MAX(small_con_comp_box->y, con_comp_box->y) - MIN(small_box_bottom, box_bottom); // if there is an overlap in x-direction if (xdist <= 0) { if (best_line == -1 || ydist < best_dist) { best_dist = ydist; best_line = line; } } } } // if the distance is too big, do not merged if (best_line != -1 && best_dist < est_alef_hgt_) { // add the pix to the best line Pix *new_line = PixUnion(lines->pix[best_line], lines->boxa->box[best_line], small_con_comps_pix->pix[con], small_con_comp_box); if (new_line == NULL) { return false; } pixDestroy(&lines->pix[best_line]); lines->pix[best_line] = new_line; } } pixaDestroy(&small_con_comps_pix); boxaDestroy(&small_line_con_comps); return true; } // Creates new set of lines from the computed columns bool CubeLineSegmenter::AddLines(Pixa *lines) { // create an array that will hold the bounding boxes // of the concomps belonging to each line Boxaa *lines_con_comps = boxaaCreate(lines->n); if (lines_con_comps == NULL) { return false; } for (int line = 0; line < lines->n; line++) { // if the line is not valid if (ValidLine(lines->pix[line], lines->boxa->box[line]) == false) { // split it Pixa *split_lines = SplitLine(lines->pix[line], lines->boxa->box[line]); // remove the old line if (pixaRemovePix(lines, line) != 0) { return false; } line--; if (split_lines == NULL) { continue; } // add the split lines instead and move the pointer for (int s_line = 0; s_line < split_lines->n; s_line++) { Pix *sp_line = pixaGetPix(split_lines, s_line, L_CLONE); Box *sp_box = boxaGetBox(split_lines->boxa, s_line, L_CLONE); if (sp_line == NULL || sp_box == NULL) { return false; } // insert the new line if (pixaInsertPix(lines, ++line, sp_line, sp_box) != 0) { return false; } } // remove the split lines pixaDestroy(&split_lines); } } // compute the concomps bboxes of each line for (int line = 0; line < lines->n; line++) { Boxa *line_con_comps = ComputeLineConComps(lines->pix[line], lines->boxa->box[line], NULL); if (line_con_comps == NULL) { return false; } // insert it into the boxaa array if (boxaaAddBoxa(lines_con_comps, line_con_comps, L_INSERT) != 0) { return false; } } // post process the lines: // merge the contents of "small" lines info legitimate lines for (int line = 0; line < lines->n; line++) { // a small line detected if (SmallLine(lines->boxa->box[line]) == true) { // merge its components to one of the valid lines if (MergeLine(lines->pix[line], lines->boxa->box[line], lines, lines_con_comps) == true) { // remove the small line if (pixaRemovePix(lines, line) != 0) { return false; } if (boxaaRemoveBoxa(lines_con_comps, line) != 0) { return false; } line--; } } } boxaaDestroy(&lines_con_comps); // add the pix masks if (pixaaAddPixa(columns_, lines, L_INSERT) != 0) { return false; } return true; } // Index the specific pixa using RTL reading order int *CubeLineSegmenter::IndexRTL(Pixa *pixa) { int *pix_index = new int[pixa->n]; if (pix_index == NULL) { return NULL; } for (int pix = 0; pix < pixa->n; pix++) { pix_index[pix] = pix; } for (int ipix = 0; ipix < pixa->n; ipix++) { for (int jpix = ipix + 1; jpix < pixa->n; jpix++) { Box *ipix_box = pixa->boxa->box[pix_index[ipix]], *jpix_box = pixa->boxa->box[pix_index[jpix]]; // swap? if ((ipix_box->x + ipix_box->w) < (jpix_box->x + jpix_box->w)) { int temp = pix_index[ipix]; pix_index[ipix] = pix_index[jpix]; pix_index[jpix] = temp; } } } return pix_index; } // Performs line segmentation bool CubeLineSegmenter::LineSegment() { // Use full image morphology to find columns // This only works for simple layouts where each column // of text extends the full height of the input image. Pix *pix_temp1 = pixMorphCompSequence(img_, "c5.500", 0); if (pix_temp1 == NULL) { return false; } // Mask with a single component over each column Pixa *pixam; Boxa *boxa = pixConnComp(pix_temp1, &pixam, 8); if (boxa == NULL) { return false; } int init_morph_min_hgt = kLineSepMorphMinHgt; char sequence_str[16]; sprintf(sequence_str, "c100.%d", init_morph_min_hgt); // Use selective region-based morphology to get the textline mask. Pixa *pixad = pixaMorphSequenceByRegion(img_, pixam, sequence_str, 0, 0); if (pixad == NULL) { return false; } // for all columns int col_cnt = boxaGetCount(boxa); // create columns columns_ = pixaaCreate(col_cnt); if (columns_ == NULL) { return false; } // index columns based on readind order (RTL) int *col_order = IndexRTL(pixad); if (col_order == NULL) { return false; } line_cnt_ = 0; for (int col_idx = 0; col_idx < col_cnt; col_idx++) { int col = col_order[col_idx]; // get the pix and box corresponding to the column Pix *pixt3 = pixaGetPix(pixad, col, L_CLONE); if (pixt3 == NULL) { return false; } Box *col_box = pixad->boxa->box[col]; Pixa *pixac; Boxa *boxa2 = pixConnComp(pixt3, &pixac, 8); if (boxa2 == NULL) { return false; } // offset the boxes by the column box for (int line = 0; line < pixac->n; line++) { pixac->boxa->box[line]->x += col_box->x; pixac->boxa->box[line]->y += col_box->y; } // add the lines if (AddLines(pixac) == true) { if (pixaaAddBox(columns_, col_box, L_CLONE) != 0) { return false; } } pixDestroy(&pixt3); boxaDestroy(&boxa2); line_cnt_ += columns_->pixa[col_idx]->n; } pixaDestroy(&pixam); pixaDestroy(&pixad); boxaDestroy(&boxa); delete []col_order; pixDestroy(&pix_temp1); return true; } // Estimate the paramters of the font(s) used in the page bool CubeLineSegmenter::EstimateFontParams() { int hgt_hist[kHgtBins]; int max_hgt; double mean_hgt; // init hgt histogram of concomps memset(hgt_hist, 0, sizeof(hgt_hist)); // compute max hgt max_hgt = 0; for (int con = 0; con < con_comps_->n; con++) { // skip conn comps that are too long or too wide if (con_comps_->boxa->box[con]->h > kMaxConnCompHgt || con_comps_->boxa->box[con]->w > kMaxConnCompWid) { continue; } max_hgt = MAX(max_hgt, con_comps_->boxa->box[con]->h); } if (max_hgt <= 0) { return false; } // init hgt histogram of concomps memset(hgt_hist, 0, sizeof(hgt_hist)); // compute histogram mean_hgt = 0.0; for (int con = 0; con < con_comps_->n; con++) { // skip conn comps that are too long or too wide if (con_comps_->boxa->box[con]->h > kMaxConnCompHgt || con_comps_->boxa->box[con]->w > kMaxConnCompWid) { continue; } int bin = static_cast(kHgtBins * con_comps_->boxa->box[con]->h / max_hgt); bin = MIN(bin, kHgtBins - 1); hgt_hist[bin]++; mean_hgt += con_comps_->boxa->box[con]->h; } mean_hgt /= con_comps_->n; // find the top 2 bins int idx[kHgtBins]; for (int bin = 0; bin < kHgtBins; bin++) { idx[bin] = bin; } for (int ibin = 0; ibin < 2; ibin++) { for (int jbin = ibin + 1; jbin < kHgtBins; jbin++) { if (hgt_hist[idx[ibin]] < hgt_hist[idx[jbin]]) { int swap = idx[ibin]; idx[ibin] = idx[jbin]; idx[jbin] = swap; } } } // emperically, we found out that the 2 highest freq bins correspond // respectively to the dot and alef est_dot_hgt_ = (1.0 * (idx[0] + 1) * max_hgt / kHgtBins); est_alef_hgt_ = (1.0 * (idx[1] + 1) * max_hgt / kHgtBins); // as a sanity check the dot hgt must be significanly lower than alef if (est_alef_hgt_ < (est_dot_hgt_ * 2)) { // use max_hgt to estimate instead est_alef_hgt_ = mean_hgt * 1.5; est_dot_hgt_ = est_alef_hgt_ / 5.0; } est_alef_hgt_ = MAX(est_alef_hgt_, est_dot_hgt_ * 4.0); return true; } // clean up the image Pix *CubeLineSegmenter::CleanUp(Pix *orig_img) { // get rid of long horizontal lines Pix *pix_temp0 = pixMorphCompSequence(orig_img, "o300.2", 0); pixXor(pix_temp0, pix_temp0, orig_img); // get rid of long vertical lines Pix *pix_temp1 = pixMorphCompSequence(pix_temp0, "o2.300", 0); pixXor(pix_temp1, pix_temp1, pix_temp0); pixDestroy(&pix_temp0); // detect connected components Pixa *con_comps; Boxa *boxa = pixConnComp(pix_temp1, &con_comps, 8); if (boxa == NULL) { return NULL; } // detect and remove suspicious conn comps for (int con = 0; con < con_comps->n; con++) { Box *box = boxa->box[con]; // remove if suspc. conn comp if ((box->w > (box->h * kMaxHorzAspectRatio)) || (box->h > (box->w * kMaxVertAspectRatio)) || (box->w < kMinWid && box->h < kMinHgt)) { pixRasterop(pix_temp1, box->x, box->y, box->w, box->h, PIX_SRC ^ PIX_DST, con_comps->pix[con], 0, 0); } } pixaDestroy(&con_comps); boxaDestroy(&boxa); return pix_temp1; } // Init the page segmenter bool CubeLineSegmenter::Init() { if (init_ == true) { return true; } if (orig_img_ == NULL) { return false; } // call the internal line segmentation return FindLines(); } // return the pix mask and box of a specific line Pix *CubeLineSegmenter::Line(int line, Box **line_box) { if (init_ == false && Init() == false) { return NULL; } if (line < 0 || line >= line_cnt_) { return NULL; } (*line_box) = lines_pixa_->boxa->box[line]; return lines_pixa_->pix[line]; } // Implements a basic rudimentary layout analysis based on Leptonica // works OK for Arabic. For other languages, the function TesseractPageAnalysis // should be called instead. bool CubeLineSegmenter::FindLines() { // convert the image to gray scale if necessary Pix *gray_scale_img = NULL; if (orig_img_->d != 2 && orig_img_->d != 8) { gray_scale_img = pixConvertTo8(orig_img_, false); if (gray_scale_img == NULL) { return false; } } else { gray_scale_img = orig_img_; } // threshold image Pix *thresholded_img; thresholded_img = pixThresholdToBinary(gray_scale_img, 128); // free the gray scale image if necessary if (gray_scale_img != orig_img_) { pixDestroy(&gray_scale_img); } // bail-out if thresholding failed if (thresholded_img == NULL) { return false; } // deskew Pix *deskew_img = pixDeskew(thresholded_img, 2); if (deskew_img == NULL) { return false; } pixDestroy(&thresholded_img); img_ = CleanUp(deskew_img); pixDestroy(&deskew_img); if (img_ == NULL) { return false; } pixDestroy(&deskew_img); // compute connected components Boxa *boxa = pixConnComp(img_, &con_comps_, 8); if (boxa == NULL) { return false; } boxaDestroy(&boxa); // estimate dot and alef hgts if (EstimateFontParams() == false) { return false; } // perform line segmentation if (LineSegment() == false) { return false; } // success init_ = true; return true; } }