Haarcascade_eye_tree_eyeglasses.xml Download ((free)) Direct
import cv2 # 1. Load the cascades # Make sure the .xml file is in the same directory or provide the full path eye_cascade = cv2.CascadeClassifier('haarcascade_eye_tree_eyeglasses.xml') face_cascade = cv2.CascadeClassifier(cv2.data.haarcascades + 'haarcascade_frontalface_default.xml') # 2. Read the input image or video frame img = cv2.imread('person_with_glasses.jpg') gray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY) # 3. Detect faces first (improves efficiency) faces = face_cascade.detectMultiScale(gray, 1.3, 5) for (x, y, w, h) in faces: roi_gray = gray[y:y+h, x:x+w] roi_color = img[y:y+h, x:x+w] # 4. Detect eyes within the face Region of Interest (ROI) eyes = eye_cascade.detectMultiScale(roi_gray) for (ex, ey, ew, eh) in eyes: cv2.rectangle(roi_color, (ex, ey), (ex+ew, ey+eh), (0, 255, 0), 2) # 5. Display the result cv2.imshow('Eye Detection', img) cv2.waitKey(0) cv2.destroyAllWindows() Use code with caution. Key Advantages of This Model
If eye_cascade.empty() returns true, check that the path to your downloaded XML file is correct.
Specifically trained to ignore the specular reflections often found on glass lenses. haarcascade_eye_tree_eyeglasses.xml download
The file is a pre-trained Haar Cascade model used in the OpenCV library for detecting eyes, specifically optimized for individuals wearing eyeglasses. While the standard haarcascade_eye.xml works well for many cases, it often struggles with the reflections and frames of eyewear—this specific XML file was designed to bridge that gap. Where to Download haarcascade_eye_tree_eyeglasses.xml
Locate haarcascade_eye_tree_eyeglasses.xml in the file list. Click on the file name. import cv2 # 1
Understanding and Downloading haarcascade_eye_tree_eyeglasses.xml for OpenCV
High accuracy in detecting the center of the eye even when the frame partially obscures the eyebrow. Key Advantages of This Model If eye_cascade
If you installed OpenCV via pip, you can often find these files already on your system using cv2.data.haarcascades .