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使用 Opencv-python 库读取图像、本地视频和实时摄像头数据

最编程 2024-05-26 17:05:01
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使用Opencv-python库读取图像、本地视频和摄像头实时数据

Python中使用OpenCV读取图像、本地视频和摄像头数据很简单, 首先需要安装Python,然后安装Opencv-python库

代码语言:javascript
复制
pip install opencv-python

然后在PyCharm或者VScode等IDE中输入对应的Python代码

一、使用opencv-python读取图像

比如说我们要显示上面这幅数字图像处理中的lena.jpg这幅图像,读取的python代码如下所示:

代码语言:javascript
复制
import cv2

# Load an image using imread
img = cv2.imread("images/lena.jpg")
# img = cv2.imread("Resources/test.png")
# Display image
cv2.imshow("Lena image", img)
cv2.waitKey(0)
cv2.destroyAllWindows()

在Python中运行结果如下:

显示图像
显示图像

使用opencv-python读取本地视频

Opencv-python在线文档中有关于的Python示例代码:https://docs.opencv.org/4.9.0/dd/d43/tutorial_py_video_display.html

代码语言:javascript
复制
import numpy as np
import cv2 as cv
cap = cv.VideoCapture('vtest.avi')
while cap.isOpened():
    ret, frame = cap.read()
    # if frame is read correctly ret is True
    if not ret:
        print("Can't receive frame (stream end?). Exiting ...")
        break
    gray = cv.cvtColor(frame, cv.COLOR_BGR2GRAY)
    cv.imshow('frame', gray)
    if cv.waitKey(1) == ord('q'):
        break
cap.release()
cv.destroyAllWindows()
test_video.mp4
test_video.mp4

视频资源可以到https://github.com/murtazahassan/Learn-OpenCV-in-3-hours/blob/master/Resources/test_video.mp4下载 相关的显示本地视频的Python代码如下:

代码语言:javascript
复制
import cv2

frameWidth = 640
frameHeight = 480
cap = cv2.VideoCapture("Resources/test_video.mp4")
while True:
    success, img = cap.read()
    img = cv2.resize(img, (frameWidth, frameHeight))
    cv2.imshow("Result", img)
    if cv2.waitKey(1) & 0xFF == ord('q'):
        break
cap.release()
cv2.destroyAllWindows()

相应的运行结果如下图所示:

读取本地视频并显示
读取本地视频并显示

三、使用opencv-python读取摄像头数据并实时显示

使用opencv-python读取摄像头数据是非简单,opencv-python文档tutorial_py_video_display里面有对应的示例代码,如下:

代码语言:javascript
复制
import numpy as np
import cv2 as cv
cap = cv.VideoCapture(0)
if not cap.isOpened():
    print("Cannot open camera")
    exit()
while True:
    # Capture frame-by-frame
    ret, frame = cap.read()
    # if frame is read correctly ret is True
    if not ret:
        print("Can't receive frame (stream end?). Exiting ...")
        break
    # Our operations on the frame come here
    gray = cv.cvtColor(frame, cv.COLOR_BGR2GRAY)
    # Display the resulting frame
    cv.imshow('frame', gray)
    # 等待1毫秒,如果用户按下q键则退出循环
    if cv.waitKey(1) == ord('q'):
        break
# When everything done, release the capture
cap.release()
cv.destroyAllWindows()

我本地读取摄像头数据并显示的python代码如下:

代码语言:javascript
复制
import cv2

frameWidth = 640
frameHeight = 480
cap = cv2.VideoCapture(0)
# cap.set(3, frameWidth)
cap.set(cv2.CAP_PROP_FRAME_WIDTH, frameWidth)
# cap.set(4, frameHeight)
cap.set(cv2.CAP_PROP_FRAME_HEIGHT, frameHeight)
# cap.set(10, 50)
cap.set(cv2.CAP_PROP_BRIGHTNESS, 50)

while True:
    success, img = cap.read()
    cv2.imshow("Result", img)
    if cv2.waitKey(1) & 0xFF == ord('q'):
        break

cap.release()
cv2.destroyAllWindows()

运行结果如下图所示:

使用opencv-python读取本地摄像头视频
使用opencv-python读取本地摄像头视频

参考资料

  • LEARN OPENCV in 3 HOURS with Python | Including 3xProjects | Computer Vision
  • Learn-OpenCV-in-3-hours
  • OpenCV tutorial
  • tutorial_py_video_display
  • LEARN OPENCV C++ in 4 HOURS | Including 3x Projects | Computer Vision
  • murtazahassan/Learn-OpenCV-cpp-in-4-Hours
  • OpenCV官网
  • OpenCV-Get Started
  • OpenCV Github仓库源代码