Dexterous Manipulation SOTA Leaderboard

A living scoreboard for dexterous hand manipulation research.

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

📢 Latest Updates
2026-02-09 Launched the Dexterous Manipulation SOTA Leaderboard website.
23+
Total Models Tracked
3
Benchmarks
3+
Years of Progress
Covering
Adroit: 8DexArt: 11Bi-DexHands: 4

🏆 Current Leaders

Adroit
DexHandDiff
92.5%
DexArt
DP4
82.5%
Bi-DexHands
DP3
70.2%

Benchmarks

Adroit

8 Models

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

Primary Metric: Mean Success Rate (%)

Top Performers

1DexHandDiff
92.5
2BridgePolicy
80.7
3ManiFlow
78.6

DexArt

11 Models

DexArt benchmarks emphasize articulated object manipulation and tool use.

Primary Metric: Mean Success Rate (%)

Top Performers

1DP4
82.5
2DP3
68.5
3ManiFlow
63.2

Bi-DexHands

4 Models

Bimanual dexterous manipulation tasks from Bi-DexHands.

Primary Metric: Mean Success Rate (%)

Top Performers

1DP3
70.2
2Diffusion Policy
61.3
3ProgressCounts
59.3