先上一个效果图:

使用Python3.7+OpenCV 3.x.

需要引入 numpy库。

在图上用鼠标左键和右键标记前景和后景即可.
如果需要重新标记图像,关闭程序重新运行.

以下是具体实现代码。

# -*- coding:utf-8  -*-

'''
Python: 3.5.7
opencv 3.x 在图上用鼠标左键和右键标记前景和后景即可.
如果需要重新标记图像,关闭程序重新运行.
By Ynxf http://www.zhouws.com
''' import cv2
import numpy as np
import time img_src = '../test_images/3.jpg' drawing = False
mode = False class GrabCut:
def __init__(self, t_img):
self.img = t_img
self.img_raw = img.copy()
self.img_width = img.shape[0]
self.img_height = img.shape[1]
self.scale_size = 640 * self.img_width // self.img_height
if self.img_width > 640:
self.img = cv2.resize(self.img, (640, self.scale_size), interpolation=cv2.INTER_AREA)
self.img_show = self.img.copy()
self.img_gc = self.img.copy()
self.img_gc = cv2.GaussianBlur(self.img_gc, (3, 3), 0)
self.lb_up = False
self.rb_up = False
self.lb_down = False
self.rb_down = False
self.mask = np.full(self.img.shape[:2], 2, dtype=np.uint8)
self.firt_choose = True # 鼠标的回调函数
def mouse_event2(event, x, y, flags, param):
global drawing, last_point, start_point
# 左键按下:开始画图
if event == cv2.EVENT_LBUTTONDOWN:
drawing = True
last_point = (x, y)
start_point = last_point
param.lb_down = True
print('mouse lb down')
elif event == cv2.EVENT_RBUTTONDOWN:
drawing = True
last_point = (x, y)
start_point = last_point
param.rb_down = True
print('mouse rb down')
# 鼠标移动,画图
elif event == cv2.EVENT_MOUSEMOVE:
if drawing:
if param.lb_down:
cv2.line(param.img_show, last_point, (x,y), (0, 0, 255), 2, -1)
cv2.rectangle(param.mask, last_point, (x, y), 1, -1, 4)
else:
cv2.line(param.img_show, last_point, (x, y), (255, 0, 0), 2, -1)
cv2.rectangle(param.mask, last_point, (x, y), 0, -1, 4)
last_point = (x, y)
# 左键释放:结束画图
elif event == cv2.EVENT_LBUTTONUP:
drawing = False
param.lb_up = True
param.lb_down = False
cv2.line(param.img_show, last_point, (x,y), (0, 0, 255), 2, -1)
if param.firt_choose:
param.firt_choose = False
cv2.rectangle(param.mask, last_point, (x,y), 1, -1, 4)
print('mouse lb up')
elif event == cv2.EVENT_RBUTTONUP:
drawing = False
param.rb_up = True
param.rb_down = False
cv2.line(param.img_show, last_point, (x,y), (255, 0, 0), 2, -1)
if param.firt_choose:
param.firt_choose = False
param.mask = np.full(param.img.shape[:2], 3, dtype=np.uint8)
cv2.rectangle(param.mask, last_point, (x,y), 0, -1, 4)
print('mouse rb up') if __name__ == '__main__':
img = cv2.imread(img_src)
if img is None:
print('error: 图像为空')
g_img = GrabCut(img) cv2.namedWindow('image')
# 定义鼠标的回调函数
cv2.setMouseCallback('image', mouse_event2, g_img)
while (True):
cv2.imshow('image', g_img.img_show)
if g_img.lb_up or g_img.rb_up:
g_img.lb_up = False
g_img.rb_up = False
start = time.process_time()
bgdModel = np.zeros((1, 65), np.float64)
fgdModel = np.zeros((1, 65), np.float64) rect = (1, 1, g_img.img.shape[1], g_img.img.shape[0])
print(g_img.mask)
mask = g_img.mask
g_img.img_gc = g_img.img.copy()
cv2.grabCut(g_img.img_gc, mask, rect, bgdModel, fgdModel, 5, cv2.GC_INIT_WITH_MASK)
elapsed = (time.process_time() - start)
mask2 = np.where((mask == 2) | (mask == 0), 0, 1).astype('uint8') # 0和2做背景
g_img.img_gc = g_img.img_gc * mask2[:, :, np.newaxis] # 使用蒙板来获取前景区域
cv2.imshow('result', g_img.img_gc) print("Time used:", elapsed) # 按下ESC键退出
if cv2.waitKey(20) == 27:
break

来源: https://blog.zhouws.com/index/article/detial/id/35.html

最新文章

  1. (原)用pixi.js 实现 方块阵点击后原地自转效果
  2. CSS3文字渐变效果
  3. mac 关于使用protobuf出现ld: symbol(s) not found for architecture x86_64的问题
  4. Bootstrap <基础二十六>进度条
  5. 使用you-get下载视频网站视频或其他
  6. mysql命令行参数(转)
  7. erlang httpc
  8. 用groovy采集网页数据
  9. 每日一九度之 题目1031:xxx定律
  10. POJ 1144 Network(Tarjan)
  11. vs2013发布时: sgen.exe 已退出 代码为 1
  12. UIAlertController (UIActionSheet, UIAlertView is deprecated in iOS 8.)
  13. arm-linux移植MT7601Uusb无线网卡(小度wifi,360随身WIFI 2代)
  14. javascript常用的内置对象实用操作
  15. dtree实现上下级关系的显示
  16. LinkStack
  17. webservice第一篇【介绍、Scoket、http调用、wsimport调用】
  18. Linux命令每日一个
  19. web SPA项目目录、命名规范
  20. Spring Resource接口获取资源

热门文章

  1. SSM之Spring框架--->>墨盒案例
  2. charles功能(二)修改response请求参数
  3. CAD插件
  4. python装饰器基础及应用
  5. PHP代码审计分段讲解(5)
  6. AtCoder Regular Contest 107(VP)
  7. CF1457D XOR-gun
  8. 【译】为什么Rust中的BTreeMap没有with_capacity()方法?
  9. demo集合
  10. Idea+Git+GitHub图文教程,一篇教程帮你搞定