• Python OpenCV实现鼠标绘制矩形框和多边形


    Python OpenCV实现鼠标绘制矩形框和多边形

    目录

    Python OpenCV实现鼠标绘制矩形框和多边形

    1. OpenCV鼠标事件操作说明

    (1)setMouseCallback函数说明

    (2)回调函数onMouse说明

    (3)event 具体说明:

    (4)flags 具体说明

    2. OpenCV实现鼠标绘制矩形框和多边形框

    (1)绘制矩形框

    (2)绘制多边形

    (3)键盘控制

    3. 完整的代码


    本篇将使用OpenCV开发一个简易的绘图工具,可以实现鼠标绘制矩形框和多边形,先看一下Demo效果

     源码已经开源在GitHub, 开源不易,麻烦给个【Star】:

    GitHub - PanJinquan/base-utils: 集成C/C++ OpenCV 常用的算法和工具

    使用PIP安装:

    pip install pybaseutils

    尊重原则,转载请注明出处https://blog.csdn.net/guyuealian/article/details/128019461

    绘制矩形框绘制多边形

    1. OpenCV鼠标事件操作说明

    OpenCV支持鼠标事件操作,通过setMouseCallback函数来设置鼠标事件的回调函数,使用方法可见官方文档说明

    (1)setMouseCallback函数说明

    1. void setMousecallback(const string& winname, MouseCallback onMouse, void* userdata=0);
    2. //winname:窗口的名字
    3. //onMouse:鼠标响应函数,回调函数。指定窗口里每次鼠标时间发生的时候,被调用的函数指针。
    4. //这个函数的原型应该为void on_Mouse(int event, int x, int y, int flags, void* param);
    5. //userdate:传给回调函数的参数

    (2)回调函数onMouse说明

    1. void onMouse(int event, int x, int y, int flags, void* param);
    2. //event是 CV_EVENT_*变量之一
    3. //x和y是鼠标指针在图像坐标系的坐标(不是窗口坐标系)
    4. //flags是CV_EVENT_FLAG的组合, param是用户定义的传递到setMouseCallback函数调用的参数。

     

    (3)event 具体说明:

    EVENT_MOUSEMOVE 0         //滑动
    EVENT_LBUTTONDOWN 1  //左键点击
    EVENT_RBUTTONDOWN 2  //右键点击
    EVENT_MBUTTONDOWN 3  //中键点击
    EVENT_LBUTTONUP 4          //左键放开
    EVENT_RBUTTONUP 5         //右键放开
    EVENT_MBUTTONUP 6          //中键放开
    EVENT_LBUTTONDBLCLK 7 //左键双击
    EVENT_RBUTTONDBLCLK 8 //右键双击
    EVENT_MBUTTONDBLCLK 9 //中键双击

    (4)flags 具体说明

    EVENT_FLAG_LBUTTON 1   //左键拖曳
    EVENT_FLAG_RBUTTON 2   //右键拖曳
    EVENT_FLAG_MBUTTON 4   //中键拖曳
    EVENT_FLAG_CTRLKEY 8     //(8~15)按 Ctrl 不放
    EVENT_FLAG_SHIFTKEY 16 //(16~31)按 Shift 不放
    EVENT_FLAG_ALTKEY 32      //(32~39)按 Alt 不放


    2. OpenCV实现鼠标绘制矩形框和多边形

    (1)绘制矩形框

    这是实现绘制矩形框的关键代码

    1. def event_draw_rectangle(self, event, x, y, flags, param):
    2. """绘制矩形框"""
    3. if len(self.polygons) == 0: self.polygons = np.zeros(shape=(2, 2), dtype=np.int32) # 多边形轮廓
    4. point = (x, y)
    5. if event == cv2.EVENT_LBUTTONDOWN: # 左键点击,则在原图打点
    6. print("1-EVENT_LBUTTONDOWN")
    7. self.next = self.last.copy()
    8. self.polygons[0, :] = point
    9. cv2.circle(self.next, point, radius=5, color=self.focus_color, thickness=self.thickness)
    10. elif event == cv2.EVENT_MOUSEMOVE and (flags & cv2.EVENT_FLAG_LBUTTON): # 按住左键拖曳,画框
    11. print("2-EVENT_FLAG_LBUTTON")
    12. self.next = self.last.copy()
    13. cv2.circle(self.next, self.polygons[0, :], radius=4, color=self.focus_color, thickness=self.thickness)
    14. cv2.circle(self.next, point, radius=4, color=self.focus_color, thickness=self.thickness)
    15. cv2.rectangle(self.next, self.polygons[0, :], point, color=self.line_color, thickness=self.thickness)
    16. elif event == cv2.EVENT_LBUTTONUP: # 左键释放,显示
    17. print("3-EVENT_LBUTTONUP")
    18. self.next = self.last.copy()
    19. self.polygons[1, :] = point
    20. cv2.rectangle(self.next, self.polygons[0, :], point, color=self.line_color, thickness=self.thickness)
    21. print("location:{},have:{}".format(point, len(self.polygons)))

    (2)绘制多边形

    这是实现绘制多边形的关键代码

    1. def event_draw_polygon(self, event, x, y, flags, param):
    2. """绘制多边形"""
    3. exceed = self.max_point > 0 and len(self.polygons) >= self.max_point
    4. self.next = self.last.copy()
    5. point = (x, y)
    6. text = str(len(self.polygons))
    7. if event == cv2.EVENT_LBUTTONDOWN: # 左键点击,则在原图打点
    8. print("1-EVENT_LBUTTONDOWN")
    9. cv2.circle(self.next, point, radius=5, color=self.focus_color, thickness=self.thickness)
    10. cv2.putText(self.next, text, point, cv2.FONT_HERSHEY_SIMPLEX, 0.5, self.text_color, 2)
    11. if len(self.polygons) > 0:
    12. cv2.line(self.next, self.polygons[-1, :], point, color=self.line_color, thickness=self.thickness)
    13. if not exceed:
    14. self.last = self.next
    15. self.polygons = np.concatenate([self.polygons, np.array(point).reshape(1, 2)])
    16. else:
    17. cv2.circle(self.next, point, radius=5, color=self.focus_color, thickness=self.thickness)
    18. if len(self.polygons) > 0:
    19. cv2.line(self.next, self.polygons[-1, :], point, color=self.line_color, thickness=self.thickness)
    20. print("location:{},have:{}".format(point, len(self.polygons)))

    (3)键盘控制

    为了方便用户操作,这里定义几个常用的按键:

    1. 按空格和回车键表示完成绘制
    2. 按ESC退出程序
    3. 按键盘c重新绘制
    1. def task(self, image, callback: Callable, winname="winname"):
    2. """
    3. 鼠标监听任务
    4. :param image: 图像
    5. :param callback: 鼠标回调函数
    6. :param winname: 窗口名称
    7. :return:
    8. """
    9. self.orig = image.copy()
    10. self.last = image.copy()
    11. self.next = image.copy()
    12. cv2.namedWindow(winname, flags=cv2.WINDOW_NORMAL)
    13. cv2.setMouseCallback(winname, callback, param={"winname": winname})
    14. while True:
    15. self.key = self.show_image(winname, self.next, delay=25)
    16. print("key={}".format(self.key))
    17. if (self.key == 13 or self.key == 32) and len(self.polygons) > 0: # 按空格32和回车键13表示完成绘制
    18. break
    19. elif self.key == 27: # ESC退出程序
    20. exit(0)
    21. elif self.key == 99: # 按键盘c重新绘制
    22. self.clear()
    23. # cv2.destroyAllWindows()

    3. 完整的代码

     源码已经开源在GitHub, 开源不易,麻烦给个【Star】:

    GitHub - PanJinquan/base-utils: 集成C/C++ OpenCV 常用的算法和工具

    使用PIP安装:

    pip install pybaseutils

    demo测试:base-utils/mouse_utils.py at master · PanJinquan/base-utils · GitHub

    1. # -*-coding: utf-8 -*-
    2. """
    3. @Author : panjq
    4. @E-mail : pan_jinquan@163.com
    5. @Date : 2022-07-27 15:23:24
    6. @Brief :
    7. """
    8. import cv2
    9. import numpy as np
    10. from typing import Callable
    11. from pybaseutils import image_utils
    12. class DrawImageMouse(object):
    13. """使用鼠标绘图"""
    14. def __init__(self, max_point=-1, line_color=(0, 0, 255), text_color=(255, 0, 0), thickness=2):
    15. """
    16. :param max_point: 最多绘图的点数,超过后将绘制无效;默认-1表示无限制
    17. :param line_color: 线条的颜色
    18. :param text_color: 文本的颜色
    19. :param thickness: 线条粗细
    20. """
    21. self.max_point = max_point
    22. self.line_color = line_color
    23. self.text_color = text_color
    24. self.focus_color = (0, 255, 0) # 鼠标焦点的颜色
    25. self.thickness = thickness
    26. self.key = -1 # 键盘值
    27. self.orig = None # 原始图像
    28. self.last = None # 上一帧
    29. self.next = None # 下一帧或当前帧
    30. self.polygons = np.zeros(shape=(0, 2), dtype=np.int32) # 鼠标绘制点集合
    31. def clear(self):
    32. self.key = -1
    33. self.polygons = np.zeros(shape=(0, 2), dtype=np.int32)
    34. if self.orig is not None: self.last = self.orig.copy()
    35. if self.orig is not None: self.next = self.orig.copy()
    36. def get_polygons(self):
    37. """获得多边形数据"""
    38. return self.polygons
    39. def task(self, image, callback: Callable, winname="winname"):
    40. """
    41. 鼠标监听任务
    42. :param image: 图像
    43. :param callback: 鼠标回调函数
    44. :param winname: 窗口名称
    45. :return:
    46. """
    47. self.orig = image.copy()
    48. self.last = image.copy()
    49. self.next = image.copy()
    50. cv2.namedWindow(winname, flags=cv2.WINDOW_NORMAL)
    51. cv2.setMouseCallback(winname, callback, param={"winname": winname})
    52. while True:
    53. self.key = self.show_image(winname, self.next, delay=25)
    54. print("key={}".format(self.key))
    55. if (self.key == 13 or self.key == 32) and len(self.polygons) > 0: # 按空格32和回车键13表示完成绘制
    56. break
    57. elif self.key == 27: # 按ESC退出程序
    58. exit(0)
    59. elif self.key == 99: # 按键盘c重新绘制
    60. self.clear()
    61. # cv2.destroyAllWindows()
    62. cv2.setMouseCallback(winname, self.event_default)
    63. def event_default(self, event, x, y, flags, param):
    64. pass
    65. def event_draw_rectangle(self, event, x, y, flags, param):
    66. """绘制矩形框"""
    67. if len(self.polygons) == 0: self.polygons = np.zeros(shape=(2, 2), dtype=np.int32) # 多边形轮廓
    68. point = (x, y)
    69. if event == cv2.EVENT_LBUTTONDOWN: # 左键点击,则在原图打点
    70. print("1-EVENT_LBUTTONDOWN")
    71. self.next = self.last.copy()
    72. self.polygons[0, :] = point
    73. cv2.circle(self.next, point, radius=5, color=self.focus_color, thickness=self.thickness)
    74. elif event == cv2.EVENT_MOUSEMOVE and (flags & cv2.EVENT_FLAG_LBUTTON): # 按住左键拖曳,画框
    75. print("2-EVENT_FLAG_LBUTTON")
    76. self.next = self.last.copy()
    77. cv2.circle(self.next, self.polygons[0, :], radius=4, color=self.focus_color, thickness=self.thickness)
    78. cv2.circle(self.next, point, radius=4, color=self.focus_color, thickness=self.thickness)
    79. cv2.rectangle(self.next, self.polygons[0, :], point, color=self.line_color, thickness=self.thickness)
    80. elif event == cv2.EVENT_LBUTTONUP: # 左键释放,显示
    81. print("3-EVENT_LBUTTONUP")
    82. self.next = self.last.copy()
    83. self.polygons[1, :] = point
    84. cv2.rectangle(self.next, self.polygons[0, :], point, color=self.line_color, thickness=self.thickness)
    85. print("location:{},have:{}".format(point, len(self.polygons)))
    86. def event_draw_polygon(self, event, x, y, flags, param):
    87. """绘制多边形"""
    88. exceed = self.max_point > 0 and len(self.polygons) >= self.max_point
    89. self.next = self.last.copy()
    90. point = (x, y)
    91. text = str(len(self.polygons))
    92. if event == cv2.EVENT_LBUTTONDOWN: # 左键点击,则在原图打点
    93. print("1-EVENT_LBUTTONDOWN")
    94. cv2.circle(self.next, point, radius=5, color=self.focus_color, thickness=self.thickness)
    95. cv2.putText(self.next, text, point, cv2.FONT_HERSHEY_SIMPLEX, 0.5, self.text_color, 2)
    96. if len(self.polygons) > 0:
    97. cv2.line(self.next, self.polygons[-1, :], point, color=self.line_color, thickness=self.thickness)
    98. if not exceed:
    99. self.last = self.next
    100. self.polygons = np.concatenate([self.polygons, np.array(point).reshape(1, 2)])
    101. else:
    102. cv2.circle(self.next, point, radius=5, color=self.focus_color, thickness=self.thickness)
    103. if len(self.polygons) > 0:
    104. cv2.line(self.next, self.polygons[-1, :], point, color=self.line_color, thickness=self.thickness)
    105. print("location:{},have:{}".format(point, len(self.polygons)))
    106. @staticmethod
    107. def polygons2box(polygons):
    108. """将多边形转换为矩形框"""
    109. xmin = min(polygons[:, 0])
    110. ymin = min(polygons[:, 1])
    111. xmax = max(polygons[:, 0])
    112. ymax = max(polygons[:, 1])
    113. return [xmin, ymin, xmax, ymax]
    114. def show_image(self, title, image, delay=5):
    115. """显示图像"""
    116. cv2.imshow(title, image)
    117. key = cv2.waitKey(delay=delay) if delay >= 0 else -1
    118. return key
    119. def draw_image_rectangle_on_mouse(self, image, winname="draw_rectangle"):
    120. """
    121. 获得鼠标绘制的矩形框box=[xmin,ymin,xmax,ymax]
    122. :param image:
    123. :param winname: 窗口名称
    124. :return: box is[xmin,ymin,xmax,ymax]
    125. """
    126. self.task(image, callback=self.event_draw_rectangle, winname=winname)
    127. polygons = self.get_polygons()
    128. box = self.polygons2box(polygons)
    129. return box
    130. def draw_image_polygon_on_mouse(self, image, winname="draw_polygon"):
    131. """
    132. 获得鼠标绘制的矩形框box=[xmin,ymin,xmax,ymax]
    133. :param image:
    134. :param winname: 窗口名称
    135. :return: polygons is (N,2)
    136. """
    137. self.task(image, callback=self.event_draw_polygon, winname=winname)
    138. polygons = self.get_polygons()
    139. return polygons
    140. def draw_image_rectangle_on_mouse_example(image_file, winname="draw_rectangle"):
    141. """
    142. 获得鼠标绘制的矩形框
    143. :param image_file:
    144. :param winname: 窗口名称
    145. :return: box=[xmin,ymin,xmax,ymax]
    146. """
    147. image = cv2.imread(image_file)
    148. # 通过鼠标绘制矩形框rect
    149. mouse = DrawImageMouse()
    150. box = mouse.draw_image_rectangle_on_mouse(image, winname=winname)
    151. # 裁剪矩形区域,并绘制最终的矩形框
    152. roi: np.ndarray = image[box[1]:box[3], box[0]:box[2]]
    153. if roi.size > 0: mouse.show_image("Image ROI", roi)
    154. image = image_utils.draw_image_boxes(image, [box], color=(0, 0, 255), thickness=2)
    155. mouse.show_image(winname, image, delay=0)
    156. return box
    157. def draw_image_polygon_on_mouse_example(image_file, winname="draw_polygon"):
    158. """
    159. 获得鼠标绘制的多边形
    160. :param image_file:
    161. :param winname: 窗口名称
    162. :return: polygons is (N,2)
    163. """
    164. image = cv2.imread(image_file)
    165. # 通过鼠标绘制多边形
    166. mouse = DrawImageMouse(max_point=-1)
    167. polygons = mouse.draw_image_polygon_on_mouse(image, winname=winname)
    168. image = image_utils.draw_image_points_lines(image, polygons, thickness=2)
    169. mouse.show_image(winname, image, delay=0)
    170. return polygons
    171. if __name__ == '__main__':
    172. image_file = "../data/test.png"
    173. # 绘制矩形框
    174. out = draw_image_rectangle_on_mouse_example(image_file)
    175. # 绘制多边形
    176. out = draw_image_polygon_on_mouse_example(image_file)
    177. print(out)
     绘制矩形框绘制多边形

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  • 原文地址:https://blog.csdn.net/guyuealian/article/details/128019461