代碼已上傳至:https://gitee.com/tqbx/python-opencv/tree/master/Getting_started_videos
目標
- 學習讀取視頻,播放視頻,保存視頻。
- 學習從相機中捕捉幀並展示。
- 學習
cv2.VideoCapture()
,cv2.VideoWriter()
的使用
從相機中捕捉視頻
通過自帶攝像頭捕捉視頻,並將其轉化爲灰度視頻顯示出來。
基本步驟如下:
- 首先創建一個VideoCapture對象,它的參數包含兩種:
- 設備索引,指定攝像機的編號。
- 視頻文件的名稱。
- 逐幀捕捉。
- 釋放捕捉物。
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()
返回布爾值,如果frame讀取正確,爲True,可以通過這個值判斷視頻是否已經結束。- 有時,cap可能會初始化捕獲失敗,可以通過
cap.isOpened()
來檢查其是否被初始化,如果爲True那是最好,如果不是,可以使用cap.open()
來嘗試打開它。 - 當然,你可以使用
cap.get(propId)
的方式獲取視頻的一些屬性,如幀的寬度,幀的高度,幀速等。propId是0-18的數字,每個數字代表一個屬性,對應關係見底部附錄。 - 既然可以獲取,當然也可以嘗試設置,假設想要設置幀的寬度和高度爲320和240:
cap.set(3,320), cap.set(4,240)
。
從文件中播放視頻
代碼和從相機中捕獲視頻基本相同,不同之處在於傳入VideoCapture的參數,此時傳入視頻文件的名稱。
在顯示每一幀的時候,可以使用cv2.waitKey()
設置適當的時間,如果值很小,視頻將會很快。正常情況下,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()
保存視頻
- 創建一個VideoWriter 對象,指定如下參數:
- 輸出的文件名,如output.avi。
- FourCC code。
- 每秒的幀數fps。
- 幀的size。
- FourCC code傳遞有兩種方式:
fourcc = cv2.VideoWriter_fourcc(*'XVID')
fourcc = cv2.VideoWriter_fourcc('X','V','I','D')
- FourCC是一個用於指定視頻編解碼器的4字節代碼。
- 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()
附錄
- 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)