Dexterous Manipulation SOTA Leaderboard

A living scoreboard for dexterous hand manipulation research.

Track state-of-the-art performance across Adroit, DexArt, Bi-DexHands, and DexGraspNet with standardized metrics and reproducibility notes.

📢 Latest Updates
2026-05-24 Added the DexGraspNet leaderboard and updated the associated model results. Add SAT, HPT, UniAct to Adroit and DexArt. You can now search Dex manipulation models by name.
2026-02-09 Launched the Dexterous Manipulation SOTA Leaderboard.
33+
Total Models Tracked
4
Benchmarks
7+
Years of Progress
Covering
Adroit: 17DexArt: 15Bi-DexHands: 4DexGraspNet: 12

🏆 Current Leaders

Adroit
GDP
97.2%
DexArt
DP4
82.5%
Bi-DexHands
DP3
70.2%
DexGraspNet
SECOND-Grasp
94.9%

Benchmarks

Adroit

17 Models

In-hand manipulation benchmarks featuring the Adroit hand and diverse object tasks.

Primary Metric: Mean Succ

Top Performers

1GDP
97.2
2DexHandDiff
92.5
3BridgePolicy
80.7

DexArt

15 Models

DexArt benchmarks emphasize articulated object manipulation and tool use.

Primary Metric: Mean Succ

Top Performers

1DP4
82.5
2SAT
73
3DP3
68.5

Bi-DexHands

4 Models

Bimanual dexterous manipulation tasks from Bi-DexHands.

Primary Metric: Mean Succ

Top Performers

1DP3
70.2
2Diffusion Policy
61.3
3ProgressCounts
59.3

DexGraspNet

12 Models

A large-scale dexterous grasping benchmark for evaluating stable and diverse grasps on general objects.

Primary Metric: Suc.1 (GSR)

Top Performers

1SECOND-Grasp
94.9
2EFF-Grasp
91.2
3DexGrasp Anything
90.4