Datasets › RGB-Stacking

RGB-Stacking

Introduced by Alex X. Lee et al. in Beyond Pick-and-Place: Tackling Robotic Stacking of Diverse Shapes12 Oct 2021 archive 2025-07-28

RGB-Stacking is a benchmark for vision-based robotic manipulation. The robot is trained to learn how to grasp objects and balance them on top of one another.

Image source: https://github.com/deepmind/rgb_stacking

Benchmarks archive 2025-07-28

All 3 leaderboards 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
Skill Generalization RGB-Stacking Gato Group 1 24.5 A Generalist Agent OrigamiDream/gato +2 2 Compare
Skill Mastery RGB-Stacking Gato Average 75.6 A Generalist Agent OrigamiDream/gato +2 2 Compare
Visual Tracking RGB-Stacking TAPIR (MOVi-E) Average Jaccard 66.2 TAPIR: Tracking Any Point with per-frame Initialization... deepmind/tapnet +2 2 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 13. 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
TAPIR: Tracking Any Point with per-frame Initialization and temporal Refinement 3 2 14 Jun 2023 ran 0 of 1 samples (1 unverified)
A Generalist Agent 3 2 12 May 2022 ran 0 of 2 samples (2 unverified)
Beyond Pick-and-Place: Tackling Robotic Stacking of Diverse Shapes 1 2 12 Oct 2021 ran 0 of 4 samples (4 unverified)

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

License archive 2025-07-28

Apache 2.0 license

Modalities archive 2025-07-28

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • RGB-Stacking

1 variant name, as the archive lists them.

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