RoboDojo

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Bimanual manipulation benchmark with 42 simulated and 18 real-robot tasks and an organiser-run leaderboard.1

Sources
Last checked 10 Oct 2026Basic entry19 of 25 facts checked at the sourceNext check 8 Apr 2027
Runs in
Sim + real1
Checked against real robots
Real robots
Skill
Handling objects
Robot
Two arms2
Used by
473
citations
Licence
MIT4
Commercial use: allowed

Details

About

What it is
Benchmark Inferred1
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Classified by the Atlas from how the authors describe and distribute it.

Built by
44 authors. Affiliations in paper: MMLab@HKU, UC Berkeley, THU, PKU, Stanford, MIT, UNC, Princeton, CMU, NUS, NTU, CUHK, IC, SJTU, NU, HKUST (GZ), ZJU, Yale. Leaderboard maintained by AI MMLab Club, a non-profit.2
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Checked 2026-10-10.

Released
2026-07 (arXiv v1 2026-07-05; README: paper and code released July 6, 2026)1
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Checked 2026-10-10.

Version
No version tags (GitHub releases empty); paper arXiv v3 2026-07-081
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Checked 2026-10-10.

Last update
README news 2026-09-16/17: fixed a single-frame get_obs discrepancy, updated code and Hugging Face data, fixed RGB channel order with RoboTwin, updated swap_T assets. Leaderboard 'Updated 2026.10.9'. Latest commit 2026-10-08.5
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Checked 2026-10-10.

Setup

Runs in
Sim + real1
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Checked 2026-10-10.

Robot
Two arms2
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Checked 2026-10-10.

Robot model
Sim: ARX X5 bimanual platform. Real: ARX X5, Piper, Piper X (bimanual).2
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Checked 2026-10-10.

Setting
Tabletop Inferred2
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Fixed bimanual workstations with controlled workspace; scene count not stated. Checked 2026-10-10.

Scoring and access

Scored by
Success rate, Progress score2
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Reported as 'score / SR%'. Sim headline = mean across the five dimensions. Real: each trial scored by three double-blind evaluators, averaged; score includes sub-step completion. Checked 2026-10-10.

Trials
Sim: 50 episodes per task in paper; leaderboard protocol 3 seeds (150 trials per task). Real: 10 trials per task (180 per policy).2
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Checked 2026-10-10.

Who runs it
organiser-run: 'Reported scores are computed by the official evaluation system rather than self-reported by participants'; hidden verification layouts; checkpoint and code must be released for verified entries6
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Checked 2026-10-10.

Leaderboard
Official leaderboard7
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Rendered in a browser; page is JavaScript-only. Checked 2026-10-10.

Code licence
MIT4
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Read the LICENSE file. Checked 2026-10-10.

Data licence
Apache-2.0 (Hugging Face dataset card YAML 'license: apache-2.0'; card has no other text). Sim assets hosted on ModelScope with no licence stated on the download page.8
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Download page: https://robodojo-benchmark.com/doc/usage/install-and-download/ Checked 2026-10-10.

Commercial use
Allowed Inferred8
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MIT code and Apache-2.0 data; asset licence unstated. Not legal advice. Checked 2026-10-10.

Published at
arXiv preprint (no journal-ref)1
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Checked 2026-10-10.

Sources 8

  1. 1RoboDojo: A Unified Sim-and-Real Benchmark for Comprehensive Evaluation of Generalist Robot Manipulation PoliciesPaper · Jul 2026 · checked 10 Oct 2026
  2. 2RoboDojo: A Unified Sim-and-Real Benchmark for Comprehensive Evaluation of Generalist Robot Manipulation Policies (full text)Paper · Jul 2026 · checked 10 Oct 2026
  3. 3Semantic Scholar API recordIndex · checked 10 Oct 2026
  4. 4RoboDojo-Benchmark/RoboDojo on GitHub (blob)Repository · checked 10 Oct 2026
  5. 5RoboDojo-Benchmark/RoboDojo on GitHub (repository)Repository · checked 10 Oct 2026
  6. 6RoboDojo: A Unified Sim-and-Real Benchmark for Comprehensive Evaluation of Generalist Robot Manipulation PoliciesLeaderboard · checked 10 Oct 2026
  7. 7RoboDojo: A Unified Sim-and-Real Benchmark for Comprehensive Evaluation of Generalist Robot Manipulation PoliciesLeaderboard · checked 10 Oct 2026
  8. 8RoboDojo-Benchmark/RoboDojo on Hugging Face (dataset)Repository · checked 10 Oct 2026

Change history

  1. Created as a basic entry: identity facts checked at primary sources (phase 1 re-verification).