Spaces:
Running
on
Zero
Running
on
Zero
Update app.py
Browse files
app.py
CHANGED
@@ -141,19 +141,46 @@ def process_3d(input_image, num_steps=50, cfg_scale=7, grid_res=384, seed=42, si
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# gradio UI
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_TITLE = '''
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_DESCRIPTION = '''
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<div>
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<
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<a style="display:inline-block; margin-left: .5em" href="https://github.com/NVlabs/PartPacker"><img src='https://img.shields.io/github/stars/NVlabs/PartPacker?style=social'/></a>
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</div>
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'''
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block = gr.Blocks(title=_TITLE
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with block:
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with gr.Row():
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with gr.Column():
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with gr.Column(scale=1):
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with gr.Row():
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# input image
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input_image = gr.Image(
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# inference steps
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num_steps = gr.Slider(
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# cfg scale
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cfg_scale = gr.Slider(
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# grid resolution
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input_grid_res = gr.Slider(
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# random seed
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with gr.Row():
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randomize_seed = gr.Checkbox(
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# simplify mesh
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with gr.Row():
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simplify_mesh = gr.Checkbox(
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with gr.Column(scale=1):
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# glb file
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output_model = gr.Model3D(
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with gr.Row():
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gr.Examples(
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examples=[
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["examples/rabbit.png"],
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@@ -202,11 +301,24 @@ with block:
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["examples/swivelchair.png"],
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["examples/warhammer.png"],
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],
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fn=process_image,
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inputs=[input_image],
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outputs=[seg_image],
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cache_examples=False,
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)
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button_gen.click(
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process_image, inputs=[input_image], outputs=[seg_image]
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# gradio UI
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_TITLE = '''π¨ Image to 3D Model - Bring Your Images to Life!'''
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_DESCRIPTION = '''
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<div style="text-align: center; margin-bottom: 20px;">
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<h3 style="color: #2e7d32;">β¨ Transform 2D Images into Stunning 3D Models with One Click β¨</h3>
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</div>
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### π Key Features:
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- **Smart Recognition**: Automatically identifies objects in images and generates corresponding 3D models
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- **Part Separation**: Generated 3D models are automatically decomposed into multiple parts, each displayed in different colors
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- **Background Removal**: Automatically removes image backgrounds to ensure only the main object is modeled
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- **Universal Format**: Outputs standard GLB format, compatible with various 3D software
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### π How to Use:
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1. **Upload Image**: Click the "Upload Image" area on the left to upload your picture (supports JPG, PNG, etc.)
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2. **Adjust Settings** (Optional):
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- Higher inference steps = better quality but slower (default 50 recommended)
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- If unsatisfied with results, try different random seeds
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3. **Click Generate**: Click the "Generate 3D Model" button and wait about 1-2 minutes
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4. **View Results**: The 3D model will appear on the right, drag with mouse to rotate and view
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### π‘ Tips for Best Results:
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- Clear subjects with simple backgrounds work best
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- Front-facing or 45-degree angle photos recommended
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- If results aren't ideal, try adjusting the random seed and regenerating
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- Check the example images below to see optimal input types
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### π― Use Cases:
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- **Product Display**: Convert product images to 3D models for e-commerce
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- **Creative Design**: Quickly obtain 3D prototypes for design reference
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- **Game Development**: Generate initial 3D models for game assets
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- **Educational Demos**: Convert flat diagrams to 3D for better spatial understanding
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'''
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block = gr.Blocks(title=_TITLE, css="""
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.container { max-width: 1200px; margin: auto; padding: 20px; }
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h1 { text-align: center; color: #1976d2; }
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.examples-gallery { margin-top: 30px; }
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""").queue()
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with block:
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with gr.Row():
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with gr.Column():
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with gr.Column(scale=1):
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with gr.Row():
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# input image
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input_image = gr.Image(
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label="π· Upload Image",
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type="filepath",
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elem_classes="input-image"
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)
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seg_image = gr.Image(
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label="π Processed Image",
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type="numpy",
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interactive=False,
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image_mode="RGBA"
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)
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with gr.Accordion("βοΈ Advanced Settings", open=False):
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gr.Markdown("""
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### Parameter Guide:
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- **Inference Steps**: More steps = higher quality but longer processing time
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- **CFG Scale**: Controls generation accuracy, higher values stay closer to original
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- **Grid Resolution**: 3D model detail level, higher = more detailed
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- **Random Seed**: Same seed produces same results, useful for reproducing effects
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- **Simplify Mesh**: Reduces model face count for lightweight applications
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""")
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# inference steps
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num_steps = gr.Slider(
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label="Inference Steps",
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minimum=1,
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maximum=100,
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step=1,
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value=50,
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info="Recommended: 30-70"
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)
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# cfg scale
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cfg_scale = gr.Slider(
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label="CFG Scale",
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minimum=2,
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maximum=10,
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step=0.1,
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value=7.0,
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info="Recommended: 6-8"
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)
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# grid resolution
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input_grid_res = gr.Slider(
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label="Grid Resolution",
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minimum=256,
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maximum=512,
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step=1,
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value=384,
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info="Recommended: 384"
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)
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# random seed
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with gr.Row():
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randomize_seed = gr.Checkbox(
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label="Randomize Seed",
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value=True,
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info="Use different seed each time"
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)
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seed = gr.Slider(
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label="Seed Value",
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minimum=0,
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maximum=MAX_SEED,
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step=1,
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value=0
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)
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# simplify mesh
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with gr.Row():
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simplify_mesh = gr.Checkbox(
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label="Simplify Mesh",
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value=False,
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info="Reduce model complexity"
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)
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target_num_faces = gr.Slider(
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label="Target Face Count",
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minimum=10000,
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maximum=1000000,
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step=1000,
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value=100000,
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info="Lower count = simpler model"
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)
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# gen button
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button_gen = gr.Button("π― Generate 3D Model", variant="primary", size="lg")
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with gr.Column(scale=1):
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# glb file
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output_model = gr.Model3D(
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label="π 3D Model Preview",
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height=512,
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elem_classes="model-viewer"
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)
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gr.Markdown("""
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### π Controls:
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- π±οΈ **Left Click & Drag**: Rotate model
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- π±οΈ **Right Click & Drag**: Pan view
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- π±οΈ **Scroll Wheel**: Zoom in/out
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- π₯ Click top-right corner to download GLB file
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""")
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with gr.Row():
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gr.Markdown("### πΌοΈ Example Images (Click to Try):")
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gr.Examples(
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examples=[
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["examples/rabbit.png"],
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["examples/swivelchair.png"],
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["examples/warhammer.png"],
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],
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fn=process_image,
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inputs=[input_image],
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outputs=[seg_image],
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cache_examples=False,
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elem_classes="examples-gallery"
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)
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gr.Markdown("""
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---
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### β οΈ Important Notes:
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- Generation takes 1-2 minutes, please be patient
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- Best results with clear, prominent subjects
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- Generated models may need further optimization in professional 3D software
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- Each colored section represents an independent 3D part
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### π€ Technical Support:
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Powered by NVIDIA PartPacker technology. For issues, please refer to the [official documentation](https://research.nvidia.com/labs/dir/partpacker/)
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""")
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button_gen.click(
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process_image, inputs=[input_image], outputs=[seg_image]
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