代码已上传至:https://gitee.com/tqbx/python-opencv/tree/master/Getting_started_videos
目标
- 学习读取视频,播放视频,保存视频。
- 学习从相机中捕捉帧并展示。
- 学习
cv2.VideoCapture() ,cv2.VideoWriter() 的使用
从相机中捕捉视频
通过自带摄像头捕捉视频,并将其转化为灰度视频显示出来。
基本步骤如下:
- 首先创建一个VideoCapture对象,它的参数包含两种:
- 逐帧捕捉。
- 释放捕捉物。
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)
if cv.waitKey(1) == ord('q'):
break
# When everything done,release the capture
cap.release()
cv.destroyAllWindows()
其他:
-
cap.read() 返回布尔值,如果frame读取正确,为True,可以通过这个值判断视频是否已经结束。
- 有时,cap可能会初始化捕获失败,可以通过
cap.isOpened() 来检查其是否被初始化,如果为True那是最好,如果不是,可以使用cap.open() 来尝试打开它。
- 当然,你可以使用
cap.get(propId) 的方式获取视频的一些属性,如帧的宽度,帧的高度,帧速等。propId是0-18的数字,每个数字代表一个属性,对应关系见底部附录。
- 既然可以获取,当然也可以尝试设置,假设想要设置帧的宽度和高度为320和240:
cap.set(3,320),cap.set(4,240) 。
从文件中播放视频
代码和从相机中捕获视频基本相同,不同之处在于传入VideoCapture的参数,此时传入视频文件的名称。
在显示每一帧的时候,可以使用cv2.waitKey() 设置适当的时间,如果值很小,视频将会很快。正常情况下,25ms就ok。
import numpy as np
import cv2
cap = cv2.VideoCapture('vtest.avi')
while(cap.isOpened()):
ret,frame = cap.read()
gray = cv2.cvtColor(frame,cv2.COLOR_BGR2GRAY)
cv2.imshow('frame',gray)
if cv2.waitKey(1) & 0xFF == ord('q'):
break
cap.release()
cv2.destroyAllWindows()
保存视频
- 创建一个VideoWriter 对象,指定如下参数:
- 输出的文件名,如output.avi。
- FourCC code。
- 每秒的帧数fps。
- 帧的size。
- FourCC code传递有两种方式:
fourcc = cv2.VideoWriter_fourcc(*'XVID')
fourcc = cv2.VideoWriter_fourcc('X','V','I','D')
- FourCC是一个用于指定视频编解码器的4字节代码。
- In Fedora: DIVX,XVID,MJPG,X264,WMV1,WMV2. (XVID is more preferable. MJPG results in high size video. X264 gives very small size video)
- In Windows: DIVX (More to be tested and added)
- In OSX : (I don’t have access to OSX. Can some one fill this?)
import numpy as np
import cv2
cap = cv2.VideoCapture(0)
# Define the codec and create VideoWriter object
fourcc = cv2.VideoWriter_fourcc(*'XVID')
out = cv2.VideoWriter('output.avi',fourcc,20.0,(640,480))
while(cap.isOpened()):
ret,frame = cap.read()
if ret==True:
frame = cv2.flip(frame,0)
# write the flipped frame
out.write(frame)
cv2.imshow('frame',frame)
if cv2.waitKey(1) & 0xFF == ord('q'):
break
else:
break
# Release everything if job is finished
cap.release()
out.release()
cv2.destroyAllWindows()
附录
-
CV_CAP_PROP_POS_MSEC Current position of the video file in milliseconds or video capture timestamp.
-
CV_CAP_PROP_POS_FRAMES 0-based index of the frame to be decoded/captured next.
-
CV_CAP_PROP_POS_AVI_RATIO Relative position of the video file: 0 - start of the film,1 - end of the film.
-
CV_CAP_PROP_FRAME_WIDTH Width of the frames in the video stream.
-
CV_CAP_PROP_FRAME_HEIGHT Height of the frames in the video stream.
-
CV_CAP_PROP_FPS Frame rate.
-
CV_CAP_PROP_FOURCC 4-character code of codec.
-
CV_CAP_PROP_FRAME_COUNT Number of frames in the video file.
-
CV_CAP_PROP_FORMAT Format of the Mat objects returned by
retrieve() .
-
CV_CAP_PROP_MODE Backend-specific value indicating the current capture mode.
-
CV_CAP_PROP_BRIGHTNESS Brightness of the image (only for cameras).
-
CV_CAP_PROP_CONTRAST Contrast of the image (only for cameras).
-
CV_CAP_PROP_SATURATION Saturation of the image (only for cameras).
-
CV_CAP_PROP_HUE Hue of the image (only for cameras).
-
CV_CAP_PROP_GAIN Gain of the image (only for cameras).
-
CV_CAP_PROP_EXPOSURE Exposure (only for cameras).
-
CV_CAP_PROP_CONVERT_RGB Boolean flags indicating whether images should be converted to RGB.
-
CV_CAP_PROP_WHITE_BALANCE_U The U value of the whitebalance setting (note: only supported by DC1394 v 2.x backend currently)
-
CV_CAP_PROP_WHITE_BALANCE_V The V value of the whitebalance setting (note: only supported by DC1394 v 2.x backend currently)
-
CV_CAP_PROP_RECTIFICATION Rectification flag for stereo cameras (note: only supported by DC1394 v 2.x backend currently)
-
CV_CAP_PROP_ISO_SPEED The ISO speed of the camera (note: only supported by DC1394 v 2.x backend currently)
-
CV_CAP_PROP_BUFFERSIZE Amount of frames stored in internal buffer memory (note: only supported by DC1394 v 2.x backend currently)
参考阅读
Getting Started with Videos (编辑:北几岛)
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