环境:ubuntu 16.04
需求:算法用C++写的,封装成so动态库,Python用cdll.LoadLibrary加载动态库,接口中有参数为OpenCV中的mat格式,这时候如何调用?
解决办法:
1、第一种解决方案:http://stackoverflow.com/questions/19031836/get-background-model-from-backgroundsubtractormog2-in-python/19063223
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The main difference is that the result (fg / bg) images are created/allocated in python and then passed down to the c++ lib. Zaw Lin's solution was giving me errors (errno 139 - SIG_SEGV), because of the app was accessing invalid memory zones. Hope it saves someone a couple of hours :)
mog2.cpp:
#include <opencv2/opencv.hpp>
cv::BackgroundSubtractorMOG2 mog(100, 16, false);
extern "C" void getfg(int rows, int cols, unsigned char* imgData,
unsigned char *fgD) {
cv::Mat img(rows, cols, CV_8UC3, (void *) imgData);
cv::Mat fg(rows, cols, CV_8UC1, fgD);
mog(img, fg);
}
extern "C" void getbg(int rows, int cols, unsigned char *bgD) {
cv::Mat bg = cv::Mat(rows, cols, CV_8UC3, bgD);
mog.getBackgroundImage(bg);
}
Compile it like:
gcc -shared -o libmog2.so -fPIC ./mog2.cpp -lopencv_core -lopencv_highgui -lopencv_objdetect -lopencv_imgproc -lopencv_features2d -lopencv_ml -lopencv_calib3d -lopencv_contrib -lopencv_video
And then python:
mog2.py
import numpy as np
import ctypes as C
import cv2
libmog = C.cdll.LoadLibrary('path/to/libmog2.so')
def getfg(img):
(rows, cols) = (img.shape[0], img.shape[1])
res = np.zeros(dtype=np.uint8, shape=(rows, cols))
libmog.getfg(img.shape[0], img.shape[1],
img.ctypes.data_as(C.POINTER(C.c_ubyte)),
res.ctypes.data_as(C.POINTER(C.c_ubyte)))
return res
def getbg(img):
(rows, cols) = (img.shape[0], img.shape[1])
res = np.zeros(dtype=np.uint8, shape=(rows, cols, 3))
libmog.getbg(rows, cols, res.ctypes.data_as(C.POINTER(C.c_ubyte)))
return res
if __name__ == '__main__':
c = cv2.VideoCapture(0)
while 1:
_, f = c.read()
cv2.imshow('f', f)
cv2.imshow('fg', getfg(f))
cv2.imshow('bg', getbg(f))
if cv2.waitKey(1) == 27:
exit(0)
2、第二种解决方案:https://github.com/Algomorph/pyboostcvconverter
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