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Common Objects in 3D

Introduced by Jeremy Reizenstein et al. in Common Objects in 3D: Large-Scale Learning and Evaluation of Real-life 3D Category Reconstruction1 Sep 2021 archive 2025-07-28

Common Objects in 3D is a large-scale dataset with real multi-view images of object categories annotated with camera poses and ground truth 3D point clouds. The dataset contains a total of 1.5 million frames from nearly 19,000 videos capturing objects from 50 MS-COCO categories and, as such, it is significantly larger than alternatives both in terms of the number of categories and objects.

Source: Common Objects in 3D: Large-Scale Learning and Evaluation of Real-life 3D Category Reconstruction

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
Single-View 3D Reconstruction Common Objects in 3D NU-MCC Avg. F1 83.8 NU-MCC: Multiview Compressive Coding with Neighborhood... sail-sg/numcc 3 Compare

Papers archive 2025-07-28

3 shown of 3 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 20. 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
NU-MCC: Multiview Compressive Coding with Neighborhood Decoder and Repulsive UDF 1 1 18 Jul 2023 ran 11 of 16 samples (5 unverified; 2 pointer-only for licence)
Multiview Compressive Coding for 3D Reconstruction 1 1 19 Jan 2023 ran 4 of 6 samples (2 unverified; 6 pointer-only for licence)
PoinTr: Diverse Point Cloud Completion with Geometry-Aware Transformers 1 1 19 Aug 2021 not harvested

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

License archive 2025-07-28

BSD License

Modalities archive 2025-07-28

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • Common Objects in 3D

1 variant name, as the archive lists them.

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