使用read()从VideoCapture对象获取图像

2024-04-29 15:44:32 发布

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我正在逐帧读取视频,使用:

vc = cv2.VideoCapture('test.avi')

稍后,我将使用以下方法检查是否已读取frame

if vc.isOpened():
    rval,frame = vc.read()
else:
    rval = False

现在的问题是,如果我尝试使用以下代码将这个frame转换为numpy数组:

PILImage = Image.fromstring("L",cv.GetSize(frame),frame.tostring())
NumPyArray = np.array(PILImage)

我有个错误说:

CvArr argument 'arr' must be IplImage, CvMat or CvMatND. Use fromarray() to convert numpy arrays to CvMat or cvMatND

VideoCapture::read的文档中,我发现它返回两个东西[retVal,Image]。如何仅获取Image部分以及如何将其转换为Numpy数组?

进一步信息: 基本上,这样做的目的是,我试图编写一个程序,它允许我通过按空格键遍历视频的每一帧,并从任何帧中选择一个特定区域,然后将其保存为jpg。代码如下:

from ITMS import ITMS
import cv2
from cv2 import cv
import numpy as np
import matplotlib.pyplot as plt
import Image
import matplotlib.widgets as widgets

def onselect(eclick, erelease):
    if eclick.ydata>erelease.ydata:
        eclick.ydata,erelease.ydata=erelease.ydata,eclick.ydata
    if eclick.xdata>erelease.xdata:
        eclick.xdata,erelease.xdata=erelease.xdata,eclick.xdata
    ax.set_ylim(erelease.ydata,eclick.ydata)
    ax.set_xlim(eclick.xdata,erelease.xdata)
    fig.canvas.draw()

def subImager(arr):
    fig = plt.figure()
    ax = fig.add_subplot(111)

    plt_image=plt.imshow(arr,cmap="Greys_r")
    rs=widgets.RectangleSelector(
        ax, onselect, drawtype='box',
        rectprops = dict(facecolor='red', edgecolor = 'red', alpha=0.2, fill=True))
    plt.show()


cv2.namedWindow("preview")
vc = cv2.VideoCapture('test.avi')

if vc.isOpened():
    rval,frame = vc.read()
else:
    rval = False

while rval:
    key = cv2.waitKey(30)
        if key==32:
            cv2.imshow("preview", frame)
            NumPyArray=ITMS.CVtoNPArray(frame)
            subImager(NumPyArray)
            rval,frame = vc.read()
        elif key==27:
            break

cv2.destroyAllWindows()

ITMS类:

from cv2 import cv
import cv2
import numpy as np
from PIL import Image

class ITMS:
    def __init__(self):
        pass

    def CVtoNPArray(CVImage):
        PILImage = Image.fromstring("L",cv.GetSize(CVImage),CVImage.tostring())
        NumPyArray = np.array(PILImage)
        return NumPyArray
        CVtoNPArray=staticmethod(CVtoNPArray)

Tags: imageimportreadifpltcv2framevc