Datasets › Completion3D
Completion3D
The Completion3D benchmark is a dataset for evaluating state-of-the-art 3D Object Point Cloud Completion methods. Ggiven a partial 3D object point cloud the goal is to infer a complete 3D point cloud for the object.
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) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Point Cloud Completion | Completion3D | TopNet Chamfer Distance 14.25(?) | TopNet: Structural Point Cloud Decoder | lynetcha/completion3d | 7 | Compare |
Papers archive 2025-07-28
7 shown of 7 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 33. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
| Date | Samples run Syntology | |||
|---|---|---|---|---|
| SeedFormer: Patch Seeds based Point Cloud Completion with Upsample Transformer | 1 | 1 | 21 Jul 2022 | ran 3 of 8 samples (5 unverified; 8 pointer-only for licence) |
| PMP-Net++: Point Cloud Completion by Transformer-Enhanced Multi-step Point Moving Paths | 1 | 1 | 19 Feb 2022 | ran 1 of 3 samples (2 unverified) |
| Variational Relational Point Completion Network | 1 | 1 | 20 Apr 2021 | not harvested |
| GRNet: Gridding Residual Network for Dense Point Cloud Completion | 1 | 1 | 6 Jun 2020 | ran 1 of 4 samples (3 unverified) |
| TopNet: Structural Point Cloud Decoder | 1 | 1 | 1 Jun 2019 | not harvested |
| PCN: Point Completion Network | 5 | 1 | 2 Aug 2018 | ran 1 of 10 samples (9 unverified) |
| AtlasNet: A Papier-Mâché Approach to Learning 3D Surface Generation | 3 | 1 | 15 Feb 2018 | ran 3 of 3 samples (0 unverified; 3 pointer-only for licence) |
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
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- Completion3D
1 variant name, as the archive lists them.
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