Find An Image in Another Image using OpenCV and NumPy
12 Jul 2017 opencv
Several days ago, I needed to catch new message notification from Skype4Linux. As far I know they do not provide any API (like dbus or HTTP API like Skype 4.3 native) to catch new message event. So I deciced to monitor the system tray of my desktop and look for the unread icon that Skype shows. Finally I had myself written a tiny Python script that serves the purpose.
As a first step, I had to find a small image (24x24 pixels) in a large image (system tray, 400x60 pixels). OpenCV comes with a handy function named
matchTemplate that provides a matrix of best match of a matrix in another matrix (there are several methods on doing this although). I took advantage of the function
where of NumPy because it provides setting a threshold level of the match. So here is the
has_image function I wrote.
def has_image(haystack, needle): haystack = cv2.cvtColor(haystack, cv2.COLOR_BGR2GRAY) needle = cv2.cvtColor(needle, cv2.COLOR_BGR2GRAY) w, h = needle.shape[::-1] res = cv2.matchTemplate(haystack, needle, cv2.TM_CCOEFF_NORMED) threshold = 0.99 loc = np.where(res >= threshold) try: assert loc > 0 assert loc > 0 return (loc, loc) except: return (-1, -1)
For now let’s put aside the Skype thing. Say we will find a strawberry in a photo of some fruits. Here is the photo of all the fruits (credit goes to medicalnewstoday.com).
And the tiny little strawberry we will look for.
The following is my final code to find out the image and draw a rectangle over it.
if __name__ == "__main__": fruits = cv2.imread("mixed-fruits.jpg") strawberry = cv2.imread("strawberry.jpg") x, y = has_image(fruits, strawberry) if x >= 0 and y >= 0: w, h, _ = strawberry.shape cv2.rectangle(fruits, (x, y), (x+h, y+w), (255, 0, 0), 2) cv2.imshow("Found the strawberry at (%d,%d)" % (x, y), fruits) cv2.waitKey(0xFFFF) else: print("Not found")
This is the result I got using the code I wrote.
That was some real fun. I hope someone out there will find this snippet helpful. :D
Anyway, you will find my Skype4Linux notifier project here.