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CV-classic

CV-classic: actual balanced Gaussian renders of all eleven reference objects

Studio-lit previews of the initial eleven reference objects. Editable SVG, PDF, and teaser assets are available. Additional textured objects and normal layers extend the gallery. Geometry-only meshes use declared reference materials; previews do not implement refractive transport.

Classic graphics and vision meshes converted to 3D Gaussian splats, with balanced and uncapped CPU exports, float32 PBR attributes and source-face/barycentric provenance. Every object starts from actual mesh geometry; no image-only capture or learned mesh reconstruction is substituted.

This dataset is public with manual access approval. Request access here, then authenticate with your approved Hugging Face account.

Release status: 21/21 objects uploaded and remotely verified.

Object Balanced Gaussians Uncapped Gaussians Material origin
Utah Teapot 65,684 478,044 assigned_reference_material
Utah Teacup 111,760 876,134 assigned_reference_material
Utah Teaspoon 32,768 109,958 assigned_reference_material
Stanford Bunny 72,570 800,803 assigned_reference_material
Stanford Armadillo 101,422 667,495 assigned_reference_material
NeRF Lego Bulldozer 2,100,190 5,241,362 original_blender_shader_graphs
DamagedHelmet 7,933,955 26,633,262 authored_gltf_pbr
FlightHelmet 11,034,440 48,455,785 authored_gltf_pbr
Blender Suzanne 31,954 453,528 assigned_reference_material
Stanford Dragon 871,246 1,198,208 assigned_reference_material
Stanford Happy Buddha 1,087,375 1,288,964 assigned_reference_material
AntiqueCamera 4,162,686 24,175,406 authored_gltf_pbr
BoomBox 2,326,908 10,684,929 authored_gltf_pbr
Avocado 36,586 12,577,514 authored_gltf_pbr
ToyCar 1,548,612 7,141,962 authored_gltf_pbr
Duck 129,482 1,983,970 authored_gltf_pbr
YCB Mustard Bottle 1,042,180 54,183,035 authored_diffuse_texture_reference_roughness
YCB Tomato Soup Can 2,425,745 39,534,867 authored_diffuse_texture_reference_roughness
YCB Cracker Box 5,683,981 44,463,205 authored_diffuse_texture_reference_roughness
YCB Banana 84,652 32,226,661 authored_diffuse_texture_reference_roughness
YCB Power Drill 882,197 25,010,955 authored_diffuse_texture_reference_roughness

Download

pip install -U huggingface_hub tyro zstandard
hf auth login
hf download maxwildersmith/splataverse-cv-classic download_classic.py --repo-type dataset --local-dir cv-classic-tools
python cv-classic-tools/download_classic.py --asset stanford_bunny --profile balanced --output-dir ./CV-classic

Use --profile uncapped for the other export and --include-source for the original input, prepared mesh, source geometry, material table and source shader records. Each direct PLY and sidecar is independently hashed. Files are organized as source/object/object_b.ply (balanced) and source/object/object.ply (uncapped), retaining every PLY property. Original sources remain available as a separately verified archive. The manifest records exact file paths, SHA256 identities, profile counts, source URLs and material origin. These reference objects have no train/validation/test assignment.

Profiles and material scope

Balanced uses the analytical CPU source-error recipe: geometry resolution128, sampled source mip-band RMS tolerance0.03, one plan and one emission. No rendering, iterative count search or learned estimation is used.

Uncapped has no Gaussian-count budget. It samples all available native core-PBR material texel scales plus a source-extent/512 geometry-spacing floor. Geometry-only objects have no native texture resolution, so their declared geometry-spacing rule determines density. This collection's material-aware uncapped recipe is versioned explicitly in each provenance file.

Binary PLYs contain standard3DGS positions, log radii, wxyz quaternion, logit opacity and SH-DC displaycolor, plus linear basecolor, roughness, metallic, AO, linear/HDR emission, world normal, materialalpha, primitive/material/sourceface IDs, UVs and barycentrics. Available constant transmission/IOR/specular/clearcoat parameters are also exported. Native extension JSON and original shader graphs are retained with the source.

The Utah tea set, Stanford geometry-only scans and Suzanne receive explicitly assigned reference materials, rather than invented measured PBR. The Lego scene's pre-Principled Diffuse/Glossy/Glass shaders have a declared core-PBR projection using source parameters; original shader graphs are included and exact native procedural-BSDF equivalence is not claimed. Khronos materials retain their authored glTF PBR channels and optical parameters.

Every published PLY passes actual binary readback checks, float32 property preservation, sourceface/barycentric position reconstruction and archive member SHA256 verification. These are structural/material-transfer checks, not a rendered LPIPS guarantee. Rendering and relighting evaluation remain separate from conversion. Exact inverse recovery from splats alone depends on sampling rank; paired source geometry is provided.

Attribution and reuse

YCB objects preserve their provided diffuse textures. Their roughness1 and metallic0 are explicitly assigned reference parameters, rather than measured material channels. Toy Car also transfers authored clearcoat texture and sheen parameters; the qualitative preview shader uses core PBR lighting.

Each asset retains its original terms and credits. The collection has no blanket commercial-use license: Stanford research terms, the Lego creator's noncommercial attribution terms, FreeGLUT notices and the Khronos assets' individual terms are documented in LICENSES.md and original source records. Manual access approval does not replace those terms.

Part of Splataverse.

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