Update app.py
Browse files
app.py
CHANGED
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@@ -5,106 +5,71 @@ import requests
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from PIL import Image
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def face_compare(frame1, frame2):
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url = "https://
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files = {'
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r = requests.post(url=url, files=files)
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"<td>{compare_result}</td>"
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"</tr>"
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"<tr>"
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"<td>Similarity</td>"
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"<td>{compare_similarity}</td>"
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"</tr>"
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"</table>".format(compare_result=compare_result, compare_similarity=compare_similarity))
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try:
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image1 = Image.open(frame1)
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image2 = Image.open(frame2)
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face1 = None
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face2 = None
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if r.json().get('face1') is not None:
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face = r.json().get('face1')
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x1 = face.get('x1')
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y1 = face.get('y1')
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x2 = face.get('x2')
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y2 = face.get('y2')
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if x1 < 0:
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x1 = 0
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if y1 < 0:
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y1 = 0
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if x2 >= image1.width:
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x2 = image1.width - 1
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if y2 >= image1.height:
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y2 = image1.height - 1
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face1 = image1.crop((x1, y1, x2, y2))
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face_image_ratio = face1.width / float(face1.height)
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resized_w = int(face_image_ratio * 150)
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resized_h = 150
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face1 = face1.resize((int(resized_w), int(resized_h)))
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if r.json().get('face2') is not None:
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face = r.json().get('face2')
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x1 = face.get('x1')
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y1 = face.get('y1')
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x2 = face.get('x2')
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y2 = face.get('y2')
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if x1 < 0:
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x1 = 0
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if y1 < 0:
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y1 = 0
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if x2 >= image2.width:
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x2 = image2.width - 1
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if y2 >= image2.height:
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y2 = image2.height - 1
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face2 = image2.crop((x1, y1, x2, y2))
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face_image_ratio = face2.width / float(face2.height)
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resized_w = int(face_image_ratio * 150)
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resized_h = 150
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face2 = face2.resize((int(resized_w), int(resized_h)))
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if face1 is not None and face2 is not None:
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new_image = Image.new('RGB',(face1.width + face2.width + 10, 150), (80,80,80))
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new_image.paste(face1,(0,0))
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new_image.paste(face2,(face1.width + 10, 0))
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faces = new_image.copy()
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elif face1 is not None and face2 is None:
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new_image = Image.new('RGB',(face1.width + face1.width + 10, 150), (80,80,80))
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new_image.paste(face1,(0,0))
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faces = new_image.copy()
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elif face1 is None and face2 is not None:
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new_image = Image.new('RGB',(face2.width + face2.width + 10, 150), (80,80,80))
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new_image.paste(face2,(face2.width + 10, 0))
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faces = new_image.copy()
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except:
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pass
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def check_liveness(frame):
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url = "https://faceapi.miniai.live/face_liveness_check"
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@@ -281,10 +246,9 @@ with gr.Blocks() as MiniAIdemo:
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inputs=im_match_in2
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)
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with gr.Column():
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im_match_crop = gr.Image(type="pil", height=256)
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txt_compare_out = gr.HTML()
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btn_f_match = gr.Button("Check Comparing!", variant='primary')
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btn_f_match.click(face_compare, inputs=[im_match_in1, im_match_in2], outputs=
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with gr.Tab("Face Liveness Detection"):
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with gr.Row():
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with gr.Column(scale=1):
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from PIL import Image
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def face_compare(frame1, frame2):
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url = "https://face.miniai.live/api/face_match"
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files = {'image1': open(frame1, 'rb'), 'image2': open(frame2, 'rb')}
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r = requests.post(url=url, files=files)
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response = r.json()
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detections = response.get("detections", [])
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matches = response.get("match", [])
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detection_rows = ""
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match_rows = ""
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# Process detections
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for detection in detections:
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face_image = detection.get("face", "")
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face_img_tag = f"<img src='data:image/png;base64,{face_image}' width='100' />" if face_image else "N/A"
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first_face_index = detection.get("firstFaceIndex", "N/A")
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second_face_index = detection.get("secondFaceIndex", "N/A")
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detection_rows += f"""
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<tr>
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<td>{first_face_index}</td>
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<td>{second_face_index}</td>
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<td>{face_img_tag}</td>
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</tr>
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"""
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# Process matches
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for match in matches:
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first_face_index = match.get("firstFaceIndex", "N/A")
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second_face_index = match.get("secondFaceIndex", "N/A")
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similarity = match.get("similarity", "N/A")
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match_rows += f"""
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<tr>
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<td>{first_face_index}</td>
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<td>{second_face_index}</td>
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<td>{similarity:.6f}</td>
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</tr>
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"""
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# Create HTML tables
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detections_table = f"""
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<h3>Face Detection</h3>
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<table border="1" style="border-collapse: collapse; width: 100%;">
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<tr>
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<th>First Face Index</th>
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<th>Second Face Index</th>
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<th>Face Image</th>
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</tr>
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{detection_rows}
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</table>
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"""
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matches_table = f"""
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<h3>Matching Results</h3>
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<table border="1" style="border-collapse: collapse; width: 100%;">
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<tr>
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<th>First Face Index</th>
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<th>Second Face Index</th>
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<th>Similarity</th>
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</tr>
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{match_rows}
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</table>
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"""
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return detections_table + matches_table
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def check_liveness(frame):
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url = "https://faceapi.miniai.live/face_liveness_check"
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inputs=im_match_in2
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)
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with gr.Column():
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txt_compare_out = gr.HTML()
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btn_f_match = gr.Button("Check Comparing!", variant='primary')
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btn_f_match.click(face_compare, inputs=[im_match_in1, im_match_in2], outputs=txt_compare_out)
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with gr.Tab("Face Liveness Detection"):
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with gr.Row():
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with gr.Column(scale=1):
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