#VSCode – Let’s do some #FaceRecognition with 20 lines in #Python (6/N)

Buy Me A Coffee

Hi!

In my last post I share some lines of code which allowed me to run some of the face recognition demos 6 times faster. I added a Frames per Second (FPS) feature in my samples. Later, thinking about performance, I realize that I don’t need to work with a full HD picture (1920 x 1080), so I added some code to resize the photo before the face detection process.

However, while I was coding around this solution I also realized that I may want to initialize my camera to start in a lower resolution. So, I searched online on how to do this with OpenCV and I found 3 beautiful lines of code.

open camera with opencv with lower resolution
# standard face detection sample with FPS in console
# open camera in low resolution to get better FPS
import face_recognition
import cv2
import time
video_capture = cv2.VideoCapture(0)
video_capture.set(cv2.CAP_PROP_FRAME_WIDTH,640)
video_capture.set(cv2.CAP_PROP_FRAME_HEIGHT,480)
while True:
start_time = time.time()
ret, frame = video_capture.read()
rgb_frame = frame[:, :, ::1]
face_locations = face_recognition.face_locations(rgb_frame)
for top, right, bottom, left in face_locations:
cv2.rectangle(frame, (left, top), (right, bottom), (0, 0, 255), 2)
cv2.imshow('Video', frame)
print("FPS: ", 1.0 / (time.time() start_time)) # FPS = 1 / time to process loop
if cv2.waitKey(1) & 0xFF == ord('q'):
break
video_capture.release()
cv2.destroyAllWindows()

So, I manage to improve my processing code from 20FPS to +30FPS … which is very good ! Later on this posts I’ll try to do some similar FPS tests on a smaller device and I’ll see and share how this works.

Happy Coding!

Greetings @ Burlington

El Bruno

Resources

One thought on “#VSCode – Let’s do some #FaceRecognition with 20 lines in #Python (6/N)

Leave a Reply

Fill in your details below or click an icon to log in:

WordPress.com Logo

You are commenting using your WordPress.com account. Log Out /  Change )

Google photo

You are commenting using your Google account. Log Out /  Change )

Twitter picture

You are commenting using your Twitter account. Log Out /  Change )

Facebook photo

You are commenting using your Facebook account. Log Out /  Change )

Connecting to %s

This site uses Akismet to reduce spam. Learn how your comment data is processed.