| @@ -28,10 +28,12 @@ from PyQt5.QtWidgets import ( | |||
| QGraphicsRectItem, | |||
| QCheckBox, | |||
| QMessageBox, | |||
| QGroupBox, | |||
| QGraphicsSimpleTextItem, | |||
| qApp, | |||
| QAction, | |||
| QApplication) | |||
| from PyQt5.QtGui import QIcon, QColor, QPainter, QImage, QPixmap, QPen, QBrush, QFont, QPalette | |||
| from PyQt5.QtGui import QIcon, QColor, QPainter, QImage, QPixmap, QPen, QBrush, QFont, QPalette, QKeySequence | |||
| from PyQt5.QtCore import Qt, QDir, QSize, QEventLoop, QThread, pyqtSignal | |||
| from hyperlpr_py3 import pipline as pp | |||
| @@ -42,6 +44,12 @@ import numpy as np | |||
| import time | |||
| import shutil | |||
| draw_plate_in_image_enable = 1 | |||
| plateTypeName = ["蓝", "黄", "绿", "白", "黑 "] | |||
| def SimpleRecognizePlateWithGui(image): | |||
| t0 = time.time() | |||
| @@ -50,25 +58,46 @@ def SimpleRecognizePlateWithGui(image): | |||
| image, image.shape[0], top_bottom_padding_rate=0.1) | |||
| res_set = [] | |||
| y_offset = 32 | |||
| for j, plate in enumerate(images): | |||
| plate, rect, origin_plate = plate | |||
| plate = cv2.resize(plate, (136, 36 * 2)) | |||
| t1 = time.time() | |||
| plate_color = "蓝" | |||
| plate_type = pp.td.SimplePredict(plate) | |||
| plate_color = plateTypeName[plate_type] | |||
| if (plate_type > 0) and (plate_type < 5): | |||
| plate = cv2.bitwise_not(plate) | |||
| plate_color = "黄" | |||
| if draw_plate_in_image_enable == 1: | |||
| image[y_offset:y_offset + plate.shape[0], 0:plate.shape[1]] = plate | |||
| y_offset = y_offset + plate.shape[0] + 4 | |||
| image_rgb = pp.fm.findContoursAndDrawBoundingBox(plate) | |||
| if draw_plate_in_image_enable == 1: | |||
| image[y_offset:y_offset + image_rgb.shape[0], | |||
| 0:image_rgb.shape[1]] = image_rgb | |||
| y_offset = y_offset + image_rgb.shape[0] + 4 | |||
| image_rgb = pp.fv.finemappingVertical(image_rgb) | |||
| if draw_plate_in_image_enable == 1: | |||
| image[y_offset:y_offset + image_rgb.shape[0], | |||
| 0:image_rgb.shape[1]] = image_rgb | |||
| y_offset = y_offset + image_rgb.shape[0] + 4 | |||
| pp.cache.verticalMappingToFolder(image_rgb) | |||
| if draw_plate_in_image_enable == 1: | |||
| image[y_offset:y_offset + image_rgb.shape[0], | |||
| 0:image_rgb.shape[1]] = image_rgb | |||
| y_offset = y_offset + image_rgb.shape[0] + 4 | |||
| e2e_plate, e2e_confidence = pp.e2e.recognizeOne(image_rgb) | |||
| #print("e2e:", e2e_plate, e2e_confidence) | |||
| print("e2e:", e2e_plate, e2e_confidence) | |||
| image_gray = cv2.cvtColor(image_rgb, cv2.COLOR_RGB2GRAY) | |||
| @@ -79,28 +108,34 @@ def SimpleRecognizePlateWithGui(image): | |||
| # print val | |||
| #print("分割和识别", time.time() - t2, "s") | |||
| res="" | |||
| confidence = 0 | |||
| if len(val) == 3: | |||
| blocks, res, confidence = val | |||
| if confidence / 7 > 0.7: | |||
| for i, block in enumerate(blocks): | |||
| block_ = cv2.resize(block, (24, 24)) | |||
| block_ = cv2.cvtColor(block_, cv2.COLOR_GRAY2BGR) | |||
| image[j * 24:(j * 24) + 24, i * 24:(i * 24) + 24] = block_ | |||
| if image[j * 24:(j * 24) + 24, | |||
| i * 24:(i * 24) + 24].shape == block_.shape: | |||
| pass | |||
| res_set.append([res, | |||
| confidence / 7, | |||
| rect, | |||
| plate_color, | |||
| e2e_plate, | |||
| e2e_confidence, | |||
| len(blocks)]) | |||
| if draw_plate_in_image_enable == 1: | |||
| image = pp.drawRectBox(image, rect, res) | |||
| for i, block in enumerate(blocks): | |||
| block_ = cv2.resize(block, (24, 24)) | |||
| block_ = cv2.cvtColor(block_, cv2.COLOR_GRAY2BGR) | |||
| image[j * 24:(j * 24) + 24, i * | |||
| 24:(i * 24) + 24] = block_ | |||
| if image[j * 24:(j * 24) + 24, | |||
| i * 24:(i * 24) + 24].shape == block_.shape: | |||
| pass | |||
| res_set.append([res, | |||
| confidence / 7, | |||
| rect, | |||
| plate_color, | |||
| e2e_plate, | |||
| e2e_confidence, | |||
| len(blocks)]) | |||
| print("seg:",res,confidence/7) | |||
| #print(time.time() - t0, "s") | |||
| print("---------------------------------") | |||
| return image, res_set | |||
| @@ -168,7 +203,7 @@ class HyperLprImageView(QGraphicsView): | |||
| text_item.setBrush(QBrush(Qt.red)) | |||
| text_item.setZValue(20.0) | |||
| text_item.setPos(10, 50) | |||
| text_item.setFont(QFont("黑体", 32)) | |||
| text_item.setFont(QFont("黑体", 24)) | |||
| text_item.setVisible(False) | |||
| scene.addItem(text_item) | |||
| self.text_item_array.append(text_item) | |||
| @@ -193,7 +228,7 @@ class HyperLprImageView(QGraphicsView): | |||
| self.rect_item_array[i].setVisible(True) | |||
| self.text_item_array[i].setText( | |||
| res_set[i][0] + " " + res_set[i][3]) | |||
| res_set[i][4] + " " + res_set[i][3]) | |||
| self.text_item_array[i].setPos( | |||
| int(curr_rect[0]), int(curr_rect[1]) - 48) | |||
| self.text_item_array[i].setVisible(True) | |||
| @@ -231,6 +266,26 @@ class HyperLprWindow(QMainWindow): | |||
| self.statusBar().showMessage('Ready') | |||
| self.left_action = QAction('上一个', self) | |||
| self.left_action.setShortcut(QKeySequence.MoveToPreviousChar) | |||
| self.left_action.triggered.connect(self.analyze_last_one_image) | |||
| self.right_action = QAction('下一个', self) | |||
| self.right_action.setShortcut(QKeySequence.MoveToNextChar) | |||
| self.right_action.triggered.connect(self.analyze_next_one_image) | |||
| self.rename_image_action = QAction('保存e2e文件名', self) | |||
| self.rename_image_action.setShortcut(QKeySequence.MoveToPreviousLine) | |||
| self.rename_image_action.triggered.connect(self.rename_current_image_with_info) | |||
| self.statusBar() | |||
| menubar = self.menuBar() | |||
| fileMenu = menubar.addMenu('&Function') | |||
| fileMenu.addAction(self.left_action) | |||
| fileMenu.addAction(self.right_action) | |||
| fileMenu.addAction(self.rename_image_action) | |||
| self.image_window_view = HyperLprImageView() | |||
| table_widget_header_labels = [ | |||
| @@ -260,10 +315,25 @@ class HyperLprWindow(QMainWindow): | |||
| self.hyperlpr_tableview.cellClicked.connect( | |||
| self.recognize_one_license_plate) | |||
| self.left_button = QPushButton("<") | |||
| self.left_button.setFixedWidth(60) | |||
| self.right_button = QPushButton(">") | |||
| self.right_button.setFixedWidth(60) | |||
| self.left_button.setEnabled(False) | |||
| self.right_button.setEnabled(False) | |||
| self.left_button.clicked.connect(self.analyze_last_one_image) | |||
| self.right_button.clicked.connect(self.analyze_next_one_image) | |||
| left_right_layout = QHBoxLayout() | |||
| left_right_layout.addStretch() | |||
| left_right_layout.addWidget(self.left_button) | |||
| left_right_layout.addStretch() | |||
| left_right_layout.addWidget(self.right_button) | |||
| left_right_layout.addStretch() | |||
| self.location_label = QLabel("车牌目录", self) | |||
| self.location_text = QLineEdit(self) | |||
| self.location_text.setEnabled(False) | |||
| self.location_text.setFixedWidth(300) | |||
| #self.location_text.setFixedWidth(300) | |||
| self.location_button = QPushButton("...") | |||
| self.location_button.clicked.connect(self.select_new_dir) | |||
| @@ -285,13 +355,23 @@ class HyperLprWindow(QMainWindow): | |||
| self.update_file_path_layout.addWidget(self.update_file_path_button) | |||
| self.update_file_path_layout.addStretch() | |||
| self.bottom_layout = QVBoxLayout() | |||
| self.bottom_layout.addLayout(self.location_layout) | |||
| self.bottom_layout.addLayout(self.update_file_path_layout) | |||
| bottom_widget = QWidget() | |||
| bottom_widget.setLayout(self.bottom_layout) | |||
| self.save_as_e2e_filename_button = QPushButton("保存e2e文件名") | |||
| self.save_as_e2e_filename_button.setEnabled(False) | |||
| self.save_as_e2e_filename_button.clicked.connect(self.rename_current_image_with_info) | |||
| self.save_layout = QHBoxLayout() | |||
| self.save_layout.addWidget(self.save_as_e2e_filename_button) | |||
| self.save_layout.addStretch() | |||
| self.top_layout = QVBoxLayout() | |||
| self.top_layout.addLayout(left_right_layout) | |||
| self.top_layout.addLayout(self.location_layout) | |||
| self.top_layout.addLayout(self.update_file_path_layout) | |||
| self.top_layout.addLayout(self.save_layout) | |||
| license_plate_iamge_label = QLabel("车牌图") | |||
| function_groupbox = QGroupBox("功能区") | |||
| function_groupbox.setLayout(self.top_layout) | |||
| license_plate_image_label = QLabel("车牌图") | |||
| self.license_plate_widget = QLabel("") | |||
| block_image_label = QLabel("分割图") | |||
| @@ -303,56 +383,66 @@ class HyperLprWindow(QMainWindow): | |||
| segmentation_recognition_label = QLabel("分割识别:") | |||
| self.segmentation_recognition_edit = QLineEdit() | |||
| self.segmentation_recognition_edit.setFont(QFont("黑体", 24, QFont.Bold)) | |||
| self.segmentation_recognition_edit.setStyleSheet("color:red") | |||
| # self.segmentation_recognition_edit.setStyleSheet("color:red") | |||
| confidence_label = QLabel("置信度") | |||
| confidence_label = QLabel("分割识别\n置信度") | |||
| self.confidence_edit = QLineEdit() | |||
| self.confidence_edit.setFont(QFont("黑体", 24, QFont.Bold)) | |||
| self.confidence_edit.setStyleSheet("color:red") | |||
| #self.confidence_edit.setFont(QFont("黑体", 24, QFont.Bold)) | |||
| # self.confidence_edit.setStyleSheet("color:red") | |||
| plate_color_label = QLabel("车牌颜色") | |||
| self.plate_color_edit = QLineEdit() | |||
| self.plate_color_edit.setFont(QFont("黑体", 24, QFont.Bold)) | |||
| self.plate_color_edit.setStyleSheet("color:red") | |||
| # self.plate_color_edit.setStyleSheet("color:red") | |||
| e2e_recognization_label = QLabel("e2e识别:") | |||
| self.e2e_recognization_edit = QLineEdit() | |||
| self.e2e_recognization_edit.setFont(QFont("黑体", 24, QFont.Bold)) | |||
| self.e2e_recognization_edit.setStyleSheet("color:red") | |||
| # self.e2e_recognization_edit.setStyleSheet("color:red") | |||
| e2e_confidence_label = QLabel("e2e置信度") | |||
| self.e2e_confidence_edit = QLineEdit() | |||
| self.e2e_confidence_edit.setFont(QFont("黑体", 24, QFont.Bold)) | |||
| self.e2e_confidence_edit.setStyleSheet("color:red") | |||
| #self.e2e_confidence_edit.setFont(QFont("黑体", 24, QFont.Bold)) | |||
| # self.e2e_confidence_edit.setStyleSheet("color:red") | |||
| info_gridlayout = QGridLayout() | |||
| info_gridlayout.addWidget(filename_label, 0, 0) | |||
| info_gridlayout.addWidget(self.filename_edit, 0, 1) | |||
| info_gridlayout.addWidget(license_plate_iamge_label, 1, 0) | |||
| info_gridlayout.addWidget(self.license_plate_widget, 1, 1) | |||
| info_gridlayout.addWidget(block_image_label, 2, 0) | |||
| info_gridlayout.addWidget(self.block_plate_widget, 2, 1) | |||
| info_gridlayout.addWidget(segmentation_recognition_label, 3, 0) | |||
| info_gridlayout.addWidget(self.segmentation_recognition_edit, 3, 1) | |||
| info_gridlayout.addWidget(confidence_label, 4, 0) | |||
| info_gridlayout.addWidget(self.confidence_edit, 4, 1) | |||
| info_gridlayout.addWidget(plate_color_label, 5, 0) | |||
| info_gridlayout.addWidget(self.plate_color_edit, 5, 1) | |||
| info_gridlayout.addWidget(e2e_recognization_label, 6, 0) | |||
| info_gridlayout.addWidget(self.e2e_recognization_edit, 6, 1) | |||
| info_gridlayout.addWidget(e2e_confidence_label, 7, 0) | |||
| info_gridlayout.addWidget(self. e2e_confidence_edit, 7, 1) | |||
| info_widget = QWidget() | |||
| line_index = 0 | |||
| info_gridlayout.addWidget(filename_label, line_index, 0) | |||
| info_gridlayout.addWidget(self.filename_edit, line_index, 1) | |||
| line_index += 1 | |||
| info_gridlayout.addWidget(license_plate_image_label, line_index, 0) | |||
| info_gridlayout.addWidget(self.license_plate_widget, line_index, 1) | |||
| line_index += 1 | |||
| info_gridlayout.addWidget(e2e_recognization_label, line_index, 0) | |||
| info_gridlayout.addWidget(self.e2e_recognization_edit, line_index, 1) | |||
| line_index += 1 | |||
| info_gridlayout.addWidget( | |||
| segmentation_recognition_label, line_index, 0) | |||
| info_gridlayout.addWidget( | |||
| self.segmentation_recognition_edit, line_index, 1) | |||
| line_index += 1 | |||
| info_gridlayout.addWidget(plate_color_label, line_index, 0) | |||
| info_gridlayout.addWidget(self.plate_color_edit, line_index, 1) | |||
| line_index += 1 | |||
| info_gridlayout.addWidget(block_image_label, line_index, 0) | |||
| info_gridlayout.addWidget(self.block_plate_widget, line_index, 1) | |||
| line_index += 1 | |||
| info_gridlayout.addWidget(confidence_label, line_index, 0) | |||
| info_gridlayout.addWidget(self.confidence_edit, line_index, 1) | |||
| line_index += 1 | |||
| info_gridlayout.addWidget(e2e_confidence_label, line_index, 0) | |||
| info_gridlayout.addWidget(self.e2e_confidence_edit, line_index, 1) | |||
| info_widget = QGroupBox("分割识别&e2e") | |||
| info_widget.setLayout(info_gridlayout) | |||
| right_splitter = QSplitter(Qt.Vertical) | |||
| right_splitter.addWidget(bottom_widget) | |||
| right_splitter.addWidget(self.hyperlpr_tableview) | |||
| right_splitter.addWidget(function_groupbox) | |||
| right_splitter.addWidget(info_widget) | |||
| right_splitter.setStretchFactor(1, 3) | |||
| right_splitter.setStretchFactor(2, 2) | |||
| right_splitter.setStretchFactor(0, 2) | |||
| right_splitter.setStretchFactor(2, 1) | |||
| main_splitter = QSplitter(Qt.Horizontal) | |||
| main_splitter.addWidget(self.image_window_view) | |||
| @@ -364,6 +454,7 @@ class HyperLprWindow(QMainWindow): | |||
| self.segmentation_recognition_correct_number = 0 | |||
| self.color_correct_number = 0 | |||
| self.e2e_recognization_correct_number = 0 | |||
| self.current_row = 0 | |||
| self.batch_recognization_thread = LicenseRecognizationThread() | |||
| self.batch_recognization_thread.recognization_done_signal.connect( | |||
| @@ -402,6 +493,16 @@ class HyperLprWindow(QMainWindow): | |||
| f.write(self.hyperlpr_dir_path) | |||
| self.reset_info_gui() | |||
| def rename_current_image_with_info(self): | |||
| if len(self.hyperlpr_dir_path) > 0: | |||
| target_dir_path = self.hyperlpr_dir_path + "/result" | |||
| if not os.path.exists(target_dir_path): | |||
| os.makedirs(target_dir_path) | |||
| if len(self.plate_color_edit.text())>0 and len(self.e2e_recognization_edit.text())>0: | |||
| orign_path = os.path.join(self.hyperlpr_dir_path, self.filename_edit.text()) | |||
| target_path = os.path.join(target_dir_path,self.plate_color_edit.text()+"-"+self.e2e_recognization_edit.text()+".jpg") | |||
| shutil.copyfile(orign_path, target_path) | |||
| def reset_info_gui(self): | |||
| self.location_text.setText(self.hyperlpr_dir_path) | |||
| @@ -454,8 +555,22 @@ class HyperLprWindow(QMainWindow): | |||
| item5.setTextAlignment(Qt.AlignCenter) | |||
| self.hyperlpr_tableview.setItem(row, 5, item5) | |||
| if len(self.image_filename_list) > 0: | |||
| self.left_button.setEnabled(True) | |||
| self.right_button.setEnabled(True) | |||
| self.save_as_e2e_filename_button.setEnabled(True) | |||
| def analyze_last_one_image(self): | |||
| if self.current_row > 0: | |||
| self.recognize_one_license_plate(self.current_row-1, 0) | |||
| def analyze_next_one_image(self): | |||
| if self.current_row < (len(self.image_filename_list)-1): | |||
| self.recognize_one_license_plate(self.current_row + 1, 0) | |||
| def recognize_one_license_plate(self, row, col): | |||
| if col == 0 and row < len(self.image_filename_list): | |||
| self.current_row = row | |||
| self.recognize_and_show_one_image( | |||
| self.image_filename_list[row], row) | |||
| @@ -463,6 +578,7 @@ class HyperLprWindow(QMainWindow): | |||
| if image_filename_text.endswith(".jpg"): | |||
| print(image_filename_text) | |||
| path = os.path.join(self.hyperlpr_dir_path, image_filename_text) | |||
| image = cv2.imdecode(np.fromfile(path, dtype=np.uint8), -1) | |||
| image, res_set = SimpleRecognizePlateWithGui(image) | |||
| @@ -479,7 +595,7 @@ class HyperLprWindow(QMainWindow): | |||
| curr_rect = res_set[0][2] | |||
| image_crop = image[int(curr_rect[1]):int( | |||
| curr_rect[1] + curr_rect[3]), int(curr_rect[0]):int(curr_rect[0] + curr_rect[2])] | |||
| curr_plate = cv2.resize(image_crop, (136, 72)) | |||
| curr_plate = cv2.resize(image_crop, (204, 108)) | |||
| plate_img = QImage( | |||
| curr_plate.data, | |||
| curr_plate.shape[1], | |||
| @@ -505,18 +621,34 @@ class HyperLprWindow(QMainWindow): | |||
| QPixmap.fromImage(block_image.rgbSwapped())) | |||
| self.segmentation_recognition_edit.setText(res_set[0][0]) | |||
| if res_set[0][0] in image_filename_text: | |||
| self.segmentation_recognition_edit.setStyleSheet("color:black") | |||
| else: | |||
| self.segmentation_recognition_edit.setStyleSheet("color:red") | |||
| self.filename_edit.setText(image_filename_text) | |||
| self.confidence_edit.setText("%.3f" % (float(res_set[0][1]))) | |||
| self.plate_color_edit.setText(res_set[0][3]) | |||
| if res_set[0][3] in image_filename_text: | |||
| self.plate_color_edit.setStyleSheet("color:black") | |||
| else: | |||
| self.plate_color_edit.setStyleSheet("color:red") | |||
| self.e2e_recognization_edit.setText(res_set[0][4]) | |||
| if res_set[0][4] in image_filename_text: | |||
| self.e2e_recognization_edit.setStyleSheet("color:black") | |||
| else: | |||
| self.e2e_recognization_edit.setStyleSheet("color:red") | |||
| self.e2e_confidence_edit.setText( | |||
| "%.3f" % (float(res_set[0][5]))) | |||
| else: | |||
| self.license_plate_widget.clear() | |||
| self.block_plate_widget.clear() | |||
| self.segmentation_recognition_edit.setText("") | |||
| self.filename_edit.setText("") | |||
| self.filename_edit.setText(image_filename_text) | |||
| self.confidence_edit.setText("") | |||
| self.plate_color_edit.setText("") | |||
| self.e2e_recognization_edit.setText("") | |||
| @@ -556,8 +688,13 @@ class HyperLprWindow(QMainWindow): | |||
| item1.setTextAlignment(Qt.AlignCenter) | |||
| self.hyperlpr_tableview.setItem(total_number, 1, item1) | |||
| self.hyperlpr_tableview.item( | |||
| total_number, 1).setText( | |||
| "{0} / {1} = {2: .3f}".format(self.segmentation_recognition_correct_number,total_number,self.segmentation_recognition_correct_number/total_number)) | |||
| total_number, | |||
| 1).setText( | |||
| "{0} / {1} = {2: .3f}".format( | |||
| self.segmentation_recognition_correct_number, | |||
| total_number, | |||
| self.segmentation_recognition_correct_number / | |||
| total_number)) | |||
| item2 = QTableWidgetItem() | |||
| item2.setTextAlignment(Qt.AlignCenter) | |||