Spaces:
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Sleeping
roychao19477
commited on
Commit
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6ca32b7
1
Parent(s):
ef1b87f
First commit
Browse files
app.py
CHANGED
@@ -65,7 +65,20 @@ def extract_faces(video_file):
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# Inference
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results = model(frame, verbose=False)[0]
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for box in results.boxes:
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-
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face_crop = frame[y1:y2, x1:x2]
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if face_crop.size != 0:
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resized = cv2.resize(face_crop, (224, 224))
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@@ -77,9 +90,7 @@ def extract_faces(video_file):
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# Save as video
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tmpdir = tempfile.mkdtemp()
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output_path = os.path.join(tmpdir, "face_only_video.mp4")
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#clip.write_videofile(output_path, codec="libx264", audio=False, verbose=False, logger=None)
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clip = ImageSequenceClip(frames, fps=25)
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clip.write_videofile(output_path, codec="libx264", audio=False)
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return output_path
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# Inference
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results = model(frame, verbose=False)[0]
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for box in results.boxes:
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# version 1
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# x1, y1, x2, y2 = map(int, box.xyxy[0])
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# version 2
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h, w, _ = frame.shape
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x1, y1, x2, y2 = box.xyxy[0].cpu().numpy()
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pad_ratio = 0.3 # 30% padding
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dx = (x2 - x1) * pad_ratio
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dy = (y2 - y1) * pad_ratio
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x1 = int(max(0, x1 - dx))
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y1 = int(max(0, y1 - dy))
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x2 = int(min(w, x2 + dx))
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y2 = int(min(h, y2 + dy))
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face_crop = frame[y1:y2, x1:x2]
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if face_crop.size != 0:
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resized = cv2.resize(face_crop, (224, 224))
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# Save as video
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tmpdir = tempfile.mkdtemp()
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output_path = os.path.join(tmpdir, "face_only_video.mp4")
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clip = ImageSequenceClip([cv2.cvtColor(f, cv2.COLOR_BGR2RGB) for f in frames], fps=25)
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clip.write_videofile(output_path, codec="libx264", audio=False)
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return output_path
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