Commit ·
9e15820
1
Parent(s): b1fabaf
added face comparison
Browse files- app.py +132 -31
- images/angelina-jolie-1.jpeg +0 -0
- images/angelina-jolie-2.jpeg +0 -0
- images/brad_pitt_1.jpeg +0 -0
- images/brad_pitt_2.jpeg +0 -0
- images/tiktok_3d_mask.jpeg +0 -0
app.py
CHANGED
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@@ -75,8 +75,29 @@ HTML_SUCCESSFUL_PRECHECKS = """
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</ul>
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"""
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-
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if file_path:
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url = "https://api.dataspike.io/api/v4/upload/liveness-demo"
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headers = {"ds-api-token": os.getenv("API_KEY")}
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@@ -107,38 +128,118 @@ def main(file_path):
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return liveness_result, "", False
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inputs=input_img_path,
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)
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-
check_button = gr.Button("Check Liveness!", variant="primary")
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with gr.Column():
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liveness_result = gr.JSON(label="Liveness Result")
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explanation_box = gr.HTML("", visible=False)
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state = gr.State(False)
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check_button.click(
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main,
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inputs=input_img_path,
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outputs=[liveness_result, explanation_box, state],
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)
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state.change(
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lambda show: gr.update(visible=show), inputs=state, outputs=explanation_box
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)
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if __name__ == "__main__":
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-
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</ul>
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"""
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+
HTML_FACE_COMPARISON_HEADER = """
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<header style="text-align: center; padding: 20px; border-bottom: 2px solid #cc3300;">
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<h1>Demo of Face Comparison</h1>
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<p style="font-size: 18px;">
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To learn more, visit our website: <a href="https://dataspike.io/" target="_blank" style="font-size: 20px; text-decoration: none;">
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https://dataspike.io/ </a>
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</p>
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</header>
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"""
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+
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HTML_FACE_COMPARISON_EXPLANATION = """
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<h3 style="color:#2E86C1;">🔍 Face Comparison Results Explanation</h3>
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<p>The system compares two photos and provides one of four results:</p>
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<ul>
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<li><strong style="color:#28A745;">Same Person</strong>: The same person appears in both photos.</li>
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<li><strong style="color:#DC3545;">Different Person</strong>: The photos show different individuals.</li>
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<li><strong style="color:#F39C12;">Same Photo</strong>: Identical faces detected, possibly indicating a duplicate or edited image.</li>
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<li><strong style="color:#6C757D;">Failure</strong>: Face comparison failed due to undetected or unclear faces.</li>
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</ul>
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"""
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+
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def check_liveness(file_path):
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if file_path:
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url = "https://api.dataspike.io/api/v4/upload/liveness-demo"
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headers = {"ds-api-token": os.getenv("API_KEY")}
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return liveness_result, "", False
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def map_fc_result(api_status: str):
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mapping = {
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"FaceComparisonVerified": {"label": "Same Person", "color": "green"},
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"FaceComparisonUnknown": {"label": "Failure", "color": "gray"},
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"FaceComparisonFailedDifferentFaces": {
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"label": "Different Person",
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"color": "red",
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},
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"FaceComparisonFailedSamePhotos": {"label": "Same Photo", "color": "#F39C12"},
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}
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status = api_status["status"] if "status" in api_status.keys() else ""
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return mapping.get(status, {"label": "Unknown", "color": "gray"})
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def compare_faces(image1_path, image2_path):
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if image1_path and image2_path:
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url = "https://api.dataspike.io/api/v4/upload/face-comparison-demo"
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headers = {"ds-api-token": os.getenv("API_KEY")}
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files = {"left": open(image1_path, "rb"), "right": open(image2_path, "rb")}
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response = requests.post(url, headers=headers, files=files)
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comparison_result = response.json()
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result = map_fc_result(comparison_result)
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return gr.Label(value=result["label"], color=result["color"]), True
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# return comparison_result, True
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else:
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comparison_result = {
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"overallStatus": "Failure",
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"errors": ["Please submit both images before comparing"],
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}
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return comparison_result, "", False
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with gr.Blocks() as Demo:
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with gr.Tabs():
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with gr.Tab("Liveness Detection"):
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header_box = gr.HTML(HTML_HEADER)
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with gr.Row():
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with gr.Column(scale=1):
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input_img_path = gr.Image(
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label="Input Image", type="filepath", height=300
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)
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gr.Examples(
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[
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"images/real_client054_android_SD_scene01.jpg",
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"images/attack_client006_android_SD_ipad_video_scene01.jpg",
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"images/attack_client055_android_SD_iphone_video_scene01.jpg",
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"images/attack_client026_android_SD_printed_photo_scene01.jpg",
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"images/attack_deepfake_1.jpeg",
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"images/attack_deepfake_2.png",
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"images/attack_deepfake_3.jpeg",
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"images/tiktok_3d_mask.jpeg",
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],
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inputs=input_img_path,
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)
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check_button = gr.Button("Check Liveness!", variant="primary")
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with gr.Column():
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liveness_result = gr.JSON(label="Liveness Result")
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explanation_box = gr.HTML("", visible=False)
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state = gr.State(False)
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check_button.click(
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check_liveness,
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inputs=input_img_path,
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outputs=[liveness_result, explanation_box, state],
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)
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state.change(
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lambda show: gr.update(visible=show),
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inputs=state,
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outputs=explanation_box,
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)
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with gr.Tab("Face Comparison"):
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gr.HTML(HTML_FACE_COMPARISON_HEADER)
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with gr.Row():
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with gr.Column():
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image1_input = gr.Image(
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label="First Image", type="filepath", height=300
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)
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gr.Examples(
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[
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"images/brad_pitt_1.jpeg",
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"images/brad_pitt_2.jpeg",
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"images/angelina-jolie-1.jpeg",
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"images/angelina-jolie-2.jpeg",
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],
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inputs=image1_input,
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)
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with gr.Column():
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image2_input = gr.Image(
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label="Second Image", type="filepath", height=300
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)
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gr.Examples(
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[
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"images/brad_pitt_1.jpeg",
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"images/brad_pitt_2.jpeg",
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"images/angelina-jolie-1.jpeg",
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"images/angelina-jolie-2.jpeg",
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],
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inputs=image2_input,
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)
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compare_button = gr.Button("Compare Faces!", variant="primary")
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comparison_result = gr.Label(label="Comparison Result")
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gr.HTML(HTML_FACE_COMPARISON_EXPLANATION)
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comparison_state = gr.State(False)
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compare_button.click(
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compare_faces,
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inputs=[image1_input, image2_input],
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outputs=[comparison_result, comparison_state],
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)
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if __name__ == "__main__":
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Demo.launch()
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images/angelina-jolie-1.jpeg
ADDED
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images/angelina-jolie-2.jpeg
ADDED
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images/brad_pitt_1.jpeg
ADDED
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images/brad_pitt_2.jpeg
ADDED
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images/tiktok_3d_mask.jpeg
ADDED
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