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RLBench

Introduced by Stephen James et al. in RLBench: The Robot Learning Benchmark & Learning Environment26 Sep 2019 archive 2025-07-28

RLBench is an ambitious large-scale benchmark and learning environment designed to facilitate research in a number of vision-guided manipulation research areas, including: reinforcement learning, imitation learning, multi-task learning, geometric computer vision, and in particular, few-shot learning.

Benchmarks archive 2025-07-28

All 2 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
Robot Manipulation RLBench EquAct Succ. Rate (18 tasks, 100 demo/task) 89.4 EquAct: An SE(3)-Equivariant Multi-Task Transformer for... — 18 Compare
Robot Manipulation Generalization GEMBench 3D-LOTUS++ Average Success Rate 48.0 Towards Generalizable Vision-Language Robotic... vlc-robot/robot-3dlotus 6 Compare

Papers archive 2025-07-28

14 shown of 14 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 167. 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
Mini Diffuser: Fast Multi-task Diffusion Policy Training Using Two-level Mini-batches 1 1 14 May 2025 not harvested
Autoregressive Action Sequence Learning for Robotic Manipulation 1 1 4 Oct 2024 ran 13 of 14 samples (1 unverified; 14 pointer-only for licence)
Towards Generalizable Vision-Language Robotic Manipulation: A Benchmark and LLM-guided 3D Policy 1 3 2 Oct 2024 ran 1 of 1 samples (0 unverified; 1 pointer-only for licence)
RVT-2: Learning Precise Manipulation from Few Demonstrations 1 2 12 Jun 2024 ran 15 of 15 samples (0 unverified; 15 pointer-only for licence)
SAM-E: Leveraging Visual Foundation Model with Sequence Imitation for Embodied Manipulation 0 1 30 May 2024 not harvested
3D Diffuser Actor: Policy Diffusion with 3D Scene Representations 1 2 18 Feb 2024 not harvested
PolarNet: 3D Point Clouds for Language-Guided Robotic Manipulation 1 2 27 Sep 2023 ran 1 of 2 samples (1 unverified)
Act3D: 3D Feature Field Transformers for Multi-Task Robotic Manipulation 2 1 30 Jun 2023 not harvested
RVT: Robotic View Transformer for 3D Object Manipulation 1 1 26 Jun 2023 not harvested
Perceiver-Actor: A Multi-Task Transformer for Robotic Manipulation 1 4 12 Sep 2022 not harvested
Instruction-driven history-aware policies for robotic manipulations 2 2 11 Sep 2022 ran 0 of 11 samples (11 unverified)
Auto-Lambda: Disentangling Dynamic Task Relationships 1 1 7 Feb 2022 not harvested
Coarse-to-Fine Q-attention: Efficient Learning for Visual Robotic Manipulation via Discretisation 1 1 23 Jun 2021 not harvested
SAM2Act: Integrating Visual Foundation Model with A Memory Architecture for Robotic Manipulation 1 1 not harvested

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

License archive 2025-07-28

Custom (non-commercial)

Modalities archive 2025-07-28

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • RLBench
  • The COLOSSEUM
  • GEMBench

3 variant names, as the archive lists them.

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