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THE EMBODIED AI DIRECTORY
Manipulation
Explore task suites for evaluating grasping, manipulation and language-conditioned robotic behavior.
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actionshift · Archerkattri
ActionShift evaluates adaptation to hidden robot action-interface contracts on ManiSkill tasks.
Manipulation
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RMBench · RoboTwin-Platform
Memory-Dependent Manipulation Benchmark based on RoboTwin
Manipulation
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dexart-release · Kami-code
DexArt: Benchmarking Generalizable Dexterous Manipulation with Articulated Objects, CVPR 2023
Manipulation
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Meta-World
A manipulation benchmark for multi-task and meta-learning experiments.
Manipulation
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softgym · Xingyu-Lin
SoftGym provides benchmark environments for deformable-object manipulation.
Manipulation
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robot colosseum · robot-colosseum
Robot Colosseum benchmarks generalization in robotic manipulation.
Manipulation
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furniture bench · clvrai
FurnitureBench provides real-world furniture-assembly benchmarks and related simulation resources.
Manipulation
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Gymnasium Robotics
Robotics reinforcement-learning environments using the Gymnasium interface.
Manipulation
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Bench2Dex · Bench2Dex
A Bimanual Manipulation Benchmark across Dexterous Hands with Simulated Visuo-Tactile Support
Manipulation
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GeoPolicy Bench · Alecbossard
GeoPolicy-Bench compares perception and policy designs on Panda manipulation tasks.
Manipulation
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handover-sim · NVlabs
A simulation environment and benchmark for human-to-robot object handovers
Manipulation
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InternManip · InternRobotics
An All-in-one robot manipulation learning suite for policy models training and evaluation on various datasets and benchmarks.
Manipulation
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motion_bench_maker · KavrakiLab
Generate and benchmark datasets for robot manipulation problems
Manipulation
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RoboManipBaselines · isri-aist
A software framework integrating various imitation learning methods and benchmark environments for robotic manipulation
Manipulation
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space robotics bench · AndrejOrsula
Space Robotics Bench provides robot-learning resources for space-oriented tasks.
Manipulation
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VLMbench · UCSB-AI
NeurIPS 2022 Paper "VLMbench: A Compositional Benchmark for Vision-and-Language Manipulation"
Manipulation
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VTDexManip · LQTS
This is a official code for the benchmark of the paper "VTDexManip: A Dataset and Benchmark for Visual-tactile Pretraining and Dexterous Manipulation with Reinforcement Learning" (ICLR 2025)
ManipulationSELECTION NOTES
Choosing manipulation
Compare task definitions, robot configuration, evaluation splits and success criteria. Do not compare scores from different environment versions as if they measure identical performance.
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