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To improve rendering photorealism, we additionally collect over 1K HDR maps and 5K material textures from BlenderKit, a community platform for sharing 3D assets

Procedural scene generation To procedurally construct the ARSG-110K dataset, we use a subset of 180K high-quality 3D object assets from TRELLIS-500K [57]

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3D-Fixer: Coarse-to-Fine In-place Completion for 3D Scenes from a Single Image

cs.CV · 2026-04-06 · unverdicted · novelty 7.0

3D-Fixer performs in-place 3D asset completion from single-view partial point clouds via coarse-to-fine generation with ORFA conditioning, plus a new ARSG-110K dataset, to achieve higher geometric accuracy than MIDI and Gen3DSR while keeping diffusion efficiency.

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  • 3D-Fixer: Coarse-to-Fine In-place Completion for 3D Scenes from a Single Image cs.CV · 2026-04-06 · unverdicted · none · ref 73

    3D-Fixer performs in-place 3D asset completion from single-view partial point clouds via coarse-to-fine generation with ORFA conditioning, plus a new ARSG-110K dataset, to achieve higher geometric accuracy than MIDI and Gen3DSR while keeping diffusion efficiency.