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import os |
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from moviepy.editor import VideoFileClip |
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import cv2 |
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import numpy as np |
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import insightface |
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model = insightface.app.FaceAnalysis(name="buffalo_l", providers=["CPUExecutionProvider"]) |
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model.prepare(ctx_id=0) |
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def swap_face(source_path, target_path, output_path): |
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source_img = cv2.imread(source_path) |
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faces = model.get(source_img) |
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if len(faces) == 0: |
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raise Exception("No face found in source.") |
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source_face = faces[0] |
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if target_path.endswith(".jpg"): |
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target_img = cv2.imread(target_path) |
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faces = model.get(target_img) |
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if len(faces) == 0: |
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raise Exception("No face found in target.") |
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target_img[faces[0].bbox.astype(int)[1]:faces[0].bbox.astype(int)[3], |
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faces[0].bbox.astype(int)[0]:faces[0].bbox.astype(int)[2]] = source_img[source_face.bbox.astype(int)[1]:source_face.bbox.astype(int)[3], |
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source_face.bbox.astype(int)[0]:source_face.bbox.astype(int)[2]] |
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cv2.imwrite(output_path, target_img) |
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else: |
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clip = VideoFileClip(target_path) |
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def process_frame(frame): |
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frame_bgr = cv2.cvtColor(frame, cv2.COLOR_RGB2BGR) |
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faces = model.get(frame_bgr) |
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if len(faces) > 0: |
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frame_bgr[faces[0].bbox.astype(int)[1]:faces[0].bbox.astype(int)[3], |
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faces[0].bbox.astype(int)[0]:faces[0].bbox.astype(int)[2]] = source_img[source_face.bbox.astype(int)[1]:source_face.bbox.astype(int)[3], |
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source_face.bbox.astype(int)[0]:source_face.bbox.astype(int)[2]] |
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return cv2.cvtColor(frame_bgr, cv2.COLOR_BGR2RGB) |
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new_clip = clip.fl_image(process_frame) |
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new_clip.write_videofile(output_path, audio=True) |
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def run_faceswap(source_path, target_path): |
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output_path = "result.jpg" if target_path.endswith(".jpg") else "result.mp4" |
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swap_face(source_path, target_path, output_path) |
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return output_path |