Spaces:
Running
on
Zero
Running
on
Zero
demo new examples
Browse files
app.py
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markdown_description = """
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# SceneDINO Demo
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[Paper](https://arxiv.org/abs/xxxx.xxxxx) | [Code](https://github.com/tum-vision/scenedino) | [Project Page](https://visinf.github.io/scenedino/)
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Upload a single image to infer 3D geometry and semantics with **SceneDINO**. You can find some example images below.
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<span style="color:orange">⚠️ NOTE: We assume the intrinsic camera matrix of KITTI-360, images are cropped and rescaled to 192x640. Further note our demo's voxel limit of 5M. </span>
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"""
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# - **Feature PCA**
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# We visualize our high-dimensional feature field using PCA and visualizing three of the components in RGB. Interactively adjust which are visualized.
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# - **SSC** (Semantic Scene Completion)
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# Our features are used downstream for semantic predictions. Choose between the fully unsupervised approach or the linear probing approach.
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demo = gr.Interface(
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demo_run,
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inputs=[
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markdown_description = """
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# SceneDINO Demo
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[Paper](https://arxiv.org/abs/xxxx.xxxxx) | [Code](https://github.com/tum-vision/scenedino) | [Project Page](https://visinf.github.io/scenedino/)
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Upload a single image to infer 3D geometry and semantics with **SceneDINO**. You can find some example images below.
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<span style="color:orange">⚠️ NOTE: We assume the intrinsic camera matrix of KITTI-360, images are cropped and rescaled to 192x640. Further note our demo's voxel limit of 5M. </span>
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"""
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demo = gr.Interface(
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demo_run,
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inputs=[
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demo_utils/examples/gasteig.jpg
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demo_utils/examples/{kitti-360.png → kitti-360-1.png}
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demo_utils/examples/kitti-360-2.png
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Git LFS Details
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demo_utils/examples/kitz.jpg
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Git LFS Details
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demo_utils/examples/log.csv
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image, mode, sigma_threshold, resolution, x_range, y_range, z_range
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"kitti-360.png","DINOv2 (ViT-B)","Feature PCA 1-3",0.25,0.25,20,20,50
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image, mode, sigma_threshold, resolution, x_range, y_range, z_range
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"kitti-360-1.png","DINOv2 (ViT-B)","Feature PCA 1-3",0.25,0.25,20,20,50
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"kitti-360-2.png","DINO (ViT-B)","SSC (unsup.)",0.25,0.25,20,20,50
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"kitz.jpg","DINO (ViT-B)","Feature PCA 1-3",0.5,0.25,20,20,30
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"gasteig.jpg","DINOv2 (ViT-B)","SSC (linear)",0.5,0.25,20,20,30
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