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@ -646,10 +646,13 @@ class Eynollah:
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_, thresh = cv2.threshold(imgray, 0, 255, 0)
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thresh = cv2.dilate(thresh, KERNEL, iterations=3)
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contours, _ = cv2.findContours(thresh, cv2.RETR_TREE, cv2.CHAIN_APPROX_SIMPLE)
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if len(contours)>0:
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cnt_size = np.array([cv2.contourArea(contours[j]) for j in range(len(contours))])
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cnt = contours[np.argmax(cnt_size)]
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x, y, w, h = cv2.boundingRect(cnt)
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box = [x, y, w, h]
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else:
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box = [0, 0, img.shape[1], img.shape[0]]
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croped_page, page_coord = crop_image_inside_box(box, img)
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session_page.close()
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del model_page
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@ -669,6 +672,8 @@ class Eynollah:
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_, thresh = cv2.threshold(imgray, 0, 255, 0)
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thresh = cv2.dilate(thresh, KERNEL, iterations=3)
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contours, _ = cv2.findContours(thresh, cv2.RETR_TREE, cv2.CHAIN_APPROX_SIMPLE)
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if len(contours)>0:
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cnt_size = np.array([cv2.contourArea(contours[j]) for j in range(len(contours))])
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cnt = contours[np.argmax(cnt_size)]
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x, y, w, h = cv2.boundingRect(cnt)
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@ -684,6 +689,8 @@ class Eynollah:
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h = h + (self.image.shape[0] - (y + h))
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box = [x, y, w, h]
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else:
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box = [0, 0, img.shape[1], img.shape[0]]
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croped_page, page_coord = crop_image_inside_box(box, self.image)
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cont_page.append(np.array([[page_coord[2], page_coord[0]], [page_coord[3], page_coord[0]], [page_coord[3], page_coord[1]], [page_coord[2], page_coord[1]]]))
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session_page.close()
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@ -1254,6 +1261,11 @@ class Eynollah:
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mask_texts_only=(prediction_regions_org[:,:]==1)*1
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mask_images_only=(prediction_regions_org[:,:]==2)*1
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polygons_lines_xml, hir_lines_xml = return_contours_of_image(mask_lines_only)
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polygons_lines_xml = textline_con_fil = filter_contours_area_of_image(mask_lines_only, polygons_lines_xml, hir_lines_xml, max_area=1, min_area=0.00001)
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polygons_of_only_texts = return_contours_of_interested_region(mask_texts_only, 1, 0.00001)
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polygons_of_only_lines = return_contours_of_interested_region(mask_lines_only, 1, 0.00001)
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@ -1266,7 +1278,7 @@ class Eynollah:
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K.clear_session()
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return text_regions_p_true, erosion_hurts
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return text_regions_p_true, erosion_hurts, polygons_lines_xml
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except:
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if self.input_binary:
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@ -1337,6 +1349,9 @@ class Eynollah:
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mask_images_only=(prediction_regions_org[:,:] ==2)*1
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polygons_lines_xml, hir_lines_xml = return_contours_of_image(mask_lines_only)
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polygons_lines_xml = textline_con_fil = filter_contours_area_of_image(mask_lines_only, polygons_lines_xml, hir_lines_xml, max_area=1, min_area=0.00001)
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polygons_of_only_texts = return_contours_of_interested_region(mask_texts_only,1,0.00001)
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@ -1353,7 +1368,7 @@ class Eynollah:
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erosion_hurts = True
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K.clear_session()
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return text_regions_p_true, erosion_hurts
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return text_regions_p_true, erosion_hurts, polygons_lines_xml
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def do_order_of_regions_full_layout(self, contours_only_text_parent, contours_only_text_parent_h, boxes, textline_mask_tot):
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self.logger.debug("enter do_order_of_regions_full_layout")
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@ -1829,7 +1844,7 @@ class Eynollah:
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self.logger.info("Enhancing took %ss ", str(time.time() - t0))
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t1 = time.time()
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text_regions_p_1 ,erosion_hurts = self.get_regions_from_xy_2models(img_res, is_image_enhanced, num_col_classifier)
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text_regions_p_1 ,erosion_hurts, polygons_lines_xml = self.get_regions_from_xy_2models(img_res, is_image_enhanced, num_col_classifier)
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self.logger.info("Textregion detection took %ss ", str(time.time() - t1))
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t1 = time.time()
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@ -1840,7 +1855,7 @@ class Eynollah:
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if not num_col:
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self.logger.info("No columns detected, outputting an empty PAGE-XML")
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pcgts = self.writer.build_pagexml_no_full_layout([], page_coord, [], [], [], [], [], [], [], [], [], [], cont_page)
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pcgts = self.writer.build_pagexml_no_full_layout([], page_coord, [], [], [], [], [], [], [], [], [], [], cont_page, [])
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self.logger.info("Job done in %ss", str(time.time() - t1))
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return pcgts
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@ -2056,7 +2071,7 @@ class Eynollah:
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else:
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order_text_new, id_of_texts_tot = self.do_order_of_regions(contours_only_text_parent_d_ordered, contours_only_text_parent_h_d_ordered, boxes_d, textline_mask_tot_d)
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pcgts = self.writer.build_pagexml_full_layout(contours_only_text_parent, contours_only_text_parent_h, page_coord, order_text_new, id_of_texts_tot, all_found_texline_polygons, all_found_texline_polygons_h, all_box_coord, all_box_coord_h, polygons_of_images, polygons_of_tabels, polygons_of_drop_capitals, polygons_of_marginals, all_found_texline_polygons_marginals, all_box_coord_marginals, slopes, slopes_marginals, cont_page)
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pcgts = self.writer.build_pagexml_full_layout(contours_only_text_parent, contours_only_text_parent_h, page_coord, order_text_new, id_of_texts_tot, all_found_texline_polygons, all_found_texline_polygons_h, all_box_coord, all_box_coord_h, polygons_of_images, polygons_of_tabels, polygons_of_drop_capitals, polygons_of_marginals, all_found_texline_polygons_marginals, all_box_coord_marginals, slopes, slopes_marginals, cont_page, polygons_lines_xml)
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self.logger.info("Job done in %ss", str(time.time() - t0))
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return pcgts
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else:
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@ -2066,6 +2081,6 @@ class Eynollah:
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else:
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contours_only_text_parent_d_ordered = list(np.array(contours_only_text_parent_d_ordered)[index_by_text_par_con])
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order_text_new, id_of_texts_tot = self.do_order_of_regions(contours_only_text_parent_d_ordered, contours_only_text_parent_h, boxes_d, textline_mask_tot_d)
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pcgts = self.writer.build_pagexml_no_full_layout(txt_con_org, page_coord, order_text_new, id_of_texts_tot, all_found_texline_polygons, all_box_coord, polygons_of_images, polygons_of_marginals, all_found_texline_polygons_marginals, all_box_coord_marginals, slopes, slopes_marginals, cont_page)
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pcgts = self.writer.build_pagexml_no_full_layout(txt_con_org, page_coord, order_text_new, id_of_texts_tot, all_found_texline_polygons, all_box_coord, polygons_of_images, polygons_of_marginals, all_found_texline_polygons_marginals, all_box_coord_marginals, slopes, slopes_marginals, cont_page, polygons_lines_xml)
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self.logger.info("Job done in %ss", str(time.time() - t0))
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return pcgts
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