opencv-python选择ROI
- 矩形选择框
import cv2
import imutils
img = cv2.imread("./test_image.jpg")
img = imutils.resize(img, width=500)
roi = cv2.selectROI(windowName="roi", img=img, showCrosshair=True, fromCenter=False)
x, y, w, h = roi
cv2.rectangle(img=img, pt1=(x, y), pt2=(x + w, y + h), color=(0, 0, 255), thickness=2)
cv2.imshow("roi", img)
cv2.waitKey(0)
cv2.destroyAllWindows()
- 多边形选择框,主要利用鼠标交互进行绘制:
- 单击左键,选择多边形的点;
- 单击右键,删除最近一次选择的点;
- 单击中键,确定ROI区域并可视化。
- 按”S“键,将多边形ROI区域的点保存到本地”config.pkl"文件中。
import cv2
import imutils
import numpy as np
import joblib
pts = [] # 用于存放点
# 统一的:mouse callback function
def draw_roi(event, x, y, flags, param):
img2 = img.copy()
if event == cv2.EVENT_LBUTTONDOWN: # 左键点击,选择点
pts.append((x, y))
if event == cv2.EVENT_RBUTTONDOWN: # 右键点击,取消最近一次选择的点
pts.pop()
if event == cv2.EVENT_MBUTTONDOWN: # 中键绘制轮廓
mask = np.zeros(img.shape, np.uint8)
points = np.array(pts, np.int32)
points = points.reshape((-1, 1, 2))
# 画多边形
mask = cv2.polylines(mask, [points], True, (255, 255, 255), 2)
mask2 = cv2.fillPoly(mask.copy(), [points], (255, 255, 255)) # 用于求 ROI
mask3 = cv2.fillPoly(mask.copy(), [points], (0, 255, 0)) # 用于显示在桌面的图像
show_image = cv2.addWeighted(src1=img, alpha=0.8, src2=mask3, beta=0.2, gamma=0)
cv2.imshow("mask", mask2)
cv2.imshow("show_img", show_image)
ROI = cv2.bitwise_and(mask2, img)
cv2.imshow("ROI", ROI)
cv2.waitKey(0)
if len(pts) > 0:
# 将pts中的最后一点画出来
cv2.circle(img2, pts[-1], 3, (0, 0, 255), -1)
if len(pts) > 1:
# 画线
for i in range(len(pts) - 1):
cv2.circle(img2, pts[i], 5, (0, 0, 255), -1) # x ,y 为鼠标点击地方的坐标
cv2.line(img=img2, pt1=pts[i], pt2=pts[i + 1], color=(255, 0, 0), thickness=2)
cv2.imshow('image', img2)
# 创建图像与窗口并将窗口与回调函数绑定
img = cv2.imread("./test_image.jpg")
img = imutils.resize(img, width=500)
cv2.namedWindow('image')
cv2.setMouseCallback('image', draw_roi)
print("[INFO] 单击左键:选择点,单击右键:删除上一次选择的点,单击中键:确定ROI区域")
print("[INFO] 按‘S’确定选择区域并保存")
print("[INFO] 按 ESC 退出")
while True:
key = cv2.waitKey(1) & 0xFF
if key == 27:
break
if key == ord("s"):
saved_data = {
"ROI": pts
}
joblib.dump(value=saved_data, filename="config.pkl")
print("[INFO] ROI坐标已保存到本地.")
break
cv2.destroyAllWindows()
来源:CSDN
作者:zoot
链接:https://blog.csdn.net/zz_hh_uu_/article/details/103469929