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CC3D

Introduced by Kseniya Cherenkova et al. in PvDeConv: Point-Voxel Deconvolution for Autoencoding CAD Construction in 3D12 Jan 2021 archive 2025-07-28

The CC3D dataset [1] of 3D CAD models was collected from a free online service for sharing CAD designs [2]. In total, the collected dataset contains 50k+ models, unrestricted to any category, with varying complexity from simple to highly detailed designs. These CAD models are converted to meshes, and each mesh was virtually scanned using a proprietary 3D scanning pipeline developed by Artec3D [3]. The typical size of the resulting scans is in the order of 100K points and faces, while the meshes converted from CAD models are usually more than an order of magnitude lighter. The availability of CAD-3D scan pairings, the high-resolution of meshes, and the variability of the models make the CC3D dataset stand out among other alternatives.

[1] Pvdeconv: Point-voxel deconvolution for autoencoding cad construction in 3d, Cherenkova, Kseniya, Djamila Aouada, and Gleb Gusev, 2020 IEEE International Conference on Image Processing (ICIP).

[2] “3dcontentcentral,” https://www.3dcontentcentral.com.

[3] “Artec3d,” https://www.artec3d.com/.

Benchmarks archive 2025-07-28

All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
CAD Reconstruction CC3D cadrille IoU 67.9 cadrille: Multi-modal CAD Reconstruction with Online... col14m/cadrille 4 Compare

Papers archive 2025-07-28

4 shown of 4 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 9. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
cadrille: Multi-modal CAD Reconstruction with Online Reinforcement Learning 1 1 28 May 2025 ran 2 of 3 samples (1 unverified)
CAD-Recode: Reverse Engineering CAD Code from Point Clouds 1 1 18 Dec 2024 not harvested
CAD-SIGNet: CAD Language Inference from Point Clouds using Layer-wise Sketch Instance Guided Attention 0 1 27 Feb 2024 not harvested
DeepCAD: A Deep Generative Network for Computer-Aided Design Models 1 1 20 May 2021 ran 0 of 7 samples (7 unverified)

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

License archive 2025-07-28

No licence recorded in the archive. Absence here is not a statement about the dataset's terms.

Modalities archive 2025-07-28

No modality tagged.

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • CC3D

1 variant name, as the archive lists them.

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