Spaces:
Sleeping
Sleeping
Siyun He
commited on
Commit
·
aea6c92
1
Parent(s):
a3446c5
add files
Browse files- app.py +100 -0
- face_detection_yunet_2023mar.onnx +3 -0
- glasses/glass1.png +0 -0
- glasses/glass2.png +0 -0
- glasses/glass3.png +0 -0
- glasses/glass4.png +0 -0
- glasses/glass5.png +0 -0
- glasses/glass6.png +0 -0
- glasses/glass7.png +0 -0
- requirements.txt +4 -0
app.py
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import cv2
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import cvzone
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import numpy as np
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import os
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import gradio as gr
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# Load the YuNet model
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model_path = 'face_detection_yunet_2023mar.onnx'
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face_detector = cv2.FaceDetectorYN.create(model_path, "", (320, 320))
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# Initialize the glass number
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num = 1
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overlay = cv2.imread(f'glasses/glass{num}.png', cv2.IMREAD_UNCHANGED)
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# Count glasses files
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def count_files_in_directory(directory):
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file_count = 0
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for root, dirs, files in os.walk(directory):
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file_count += len(files)
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return file_count
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directory_path = 'glasses'
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total_glass_num = count_files_in_directory(directory_path)
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# Change glasses
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def change_glasses(action):
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global num, overlay
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if action == 'next':
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num += 1
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if num > total_glass_num:
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num = 1
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overlay = cv2.imread(f'glasses/glass{num}.png', cv2.IMREAD_UNCHANGED)
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return overlay
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# Process frame for overlay
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def process_frame(frame):
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global overlay
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height, width = frame.shape[:2]
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face_detector.setInputSize((width, height))
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_, faces = face_detector.detect(frame)
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if faces is not None:
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for face in faces:
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x, y, w, h = face[:4].astype(int)
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face_landmarks = face[4:14].reshape(5, 2).astype(int) # Facial landmarks
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# Get the nose position (assuming landmark index 2 is the nose)
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nose_x, nose_y = face_landmarks[2].astype(int)
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# Resize the overlay
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overlay_resize = cv2.resize(overlay, (int(w * 1.15), int(h * 0.8)))
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# Ensure the frame is a NumPy array and writable
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frame = np.array(frame)
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# Calculate the position to center the glasses on the nose
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overlay_x = nose_x - overlay_resize.shape[1] // 2
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overlay_y = y # Adjust this if needed for better vertical alignment
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# Overlay the glasses
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try:
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frame = cvzone.overlayPNG(frame, overlay_resize, [overlay_x, overlay_y])
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except Exception as e:
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print(f"Error overlaying glasses: {e}")
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return frame
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# # Display the frame
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# def display_frame():
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# cap = cv2.VideoCapture(0)
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# while True:
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# ret, frame = cap.read()
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# if not ret:
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# break
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# frame = process_frame(frame)
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# cv2.imshow('SnapLens', frame)
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# k = cv2.waitKey(10)
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# if k == ord('q'):
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# break
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# cap.release()
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# cv2.destroyAllWindows()
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# display_frame()
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# Gradio webcam input
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def webcam_input(frame):
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frame = process_frame(frame)
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return frame
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# Gradio Interface
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with gr.Blocks() as demo:
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with gr.Row():
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with gr.Column():
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input_img = gr.Image(label="Input", sources="webcam", streaming=True)
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input_img.stream(webcam_input, [input_img], [input_img], time_limit=15, stream_every=0.1, concurrency_limit=30)
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if __name__ == "__main__":
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demo.launch(share=True)
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face_detection_yunet_2023mar.onnx
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@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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oid sha256:8f2383e4dd3cfbb4553ea8718107fc0423210dc964f9f4280604804ed2552fa4
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size 232589
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glasses/glass1.png
ADDED
glasses/glass2.png
ADDED
glasses/glass3.png
ADDED
glasses/glass4.png
ADDED
glasses/glass5.png
ADDED
glasses/glass6.png
ADDED
glasses/glass7.png
ADDED
requirements.txt
ADDED
@@ -0,0 +1,4 @@
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1 |
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gradio
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2 |
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cvzone
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opencv-python
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numpy
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