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XDen-1K (Preview Release)

arXiv Project Page

This is a preview release of XDen-1K, containing 100 out of 1000 real-world objects.

XDen-1K is a large-scale, multi-modal dataset of real-world objects designed for physical property estimation, especially volumetric density fields reconstructed from X-ray observations

Each real object is captured with:

  • category
  • real-world scale
  • image
  • High-resolution 3D meshes with real scale
  • Part-level annotations
  • Biplanar X-ray scans
  • Optimized volumetric density field, reconstructed from Bi-planar X-ray scans.

Data structure

dataset/
β”œβ”€β”€ 01/
β”‚   β”œβ”€β”€ ori_image.jpg            # RGB image
β”‚   β”œβ”€β”€ mesh.glb                 # 3D mesh (real scale)
β”‚   β”œβ”€β”€ density_pc.ply           # point cloud with per-point density
β”‚   β”œβ”€β”€ optimized_lac.nii.gz      # optimized LAC volume
β”‚   β”œβ”€β”€ lat.nii.gz               # lateral X-ray scan
β”‚   β”œβ”€β”€ pa.nii.gz                # PA X-ray scan
β”‚   └── part_lac_density.json     # per-part LAC and density values
β”œβ”€β”€ 02/
β”‚   └── ...
└── ...

The category and scale are in the metadata.json file

metadata.json

{
  "01": { 
    "category": "xx",            # Category the object belongs
    "scale": [0.0, 0.0, 0.0]     # scale of the object (cm)
  },
  "02": {
    "category": "yy",
    "scale": [0.0, 0.0, 0.0]
  }
  ...
}
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Paper for wow1997/XDen-1K