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DexArt Benchmark Leaderboard

DexArt benchmarks emphasize articulated object manipulation and tool use.

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21 models
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DexArt

DexArt Leaderboard

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RankModelMean SuccDateDetails
1
ACT
Learning Fine-Grained Bimanual Manipulation with Low-Cost Hardware
84.672023.04
2
DP4
Spatial-Temporal Aware Visuomotor Diffusion Policy Learning
82.502025.07
3
SAT
Structural Action Transformer for 3D Dexterous Manipulation
73.002026.03
4
K-UBM
Going with the Flow: Koopman Behavioral Models as Pseudo Planners for Visuo-Motor Dexterity
70.172026.02
5
DP3
3D Diffusion Policy: Generalizable Visuomotor Policy Learning via Simple 3D Representations
68.502024.03
6
KOROL
KOROL: Learning Visualizable Object Feature with Koopman Operator Rollout for Manipulation
67.702024.07
7
ManiFlow
ManiFlow: A General Robot Manipulation Policy via Consistency Flow Training
63.202025.09
8
KAN-We-Flow
KAN We Flow? Advancing Robotic Manipulation with 3D Flow Matching via KAN & RWKV
61.132026.02
9
BridgePolicy
Sample from What You See: Visuomotor Policy Learning via Diffusion Bridge with Observation-Embedded Stochastic Differential Equation
60.002025.12
10
X-DP3
X-Imitator: Spatial-Aware Imitation Learning via Bidirectional Action-Pose Interaction
59.482026.05
11
ManiCM
ManiCM: Real-time 3D Diffusion Policy via Consistency Model for Robotic Manipulation
56.802024.06
12
SDM Policy
Score and Distribution Matching Policy: Advanced Accelerated Visuomotor Policies via Matched Distillation
56.002024.12
13
UniAct
Universal Actions for Enhanced Embodied Foundation Models
55.002025.01
14
FreqPolicy
FreqPolicy: Frequency Autoregressive Visuomotor Policy with Continuous Tokens
54.302025.06
15
FlowPolicy
FlowPolicy: Enabling Fast and Robust 3D Flow-based Policy via Consistency Flow Matching for Robot Manipulation
54.002024.12
16
MambaPolicy
MambaPolicy: Towards Efficient 3D Diffusion Policy with Hybrid Selective State Models
54.002024.09
17
Flow Matching
Affordance-based Robot Manipulation with Flow Matching
53.302024.09
18
HPT
Scaling Proprioceptive-Visual Learning with Heterogeneous Pre-trained Transformers
53.002024.09
19
Diffusion Policy
Diffusion Policy: Visuomotor Policy Learning via Action Diffusion
49.002023.03
20
VLA-OS(-A/I/H)
VLA-OS: Structuring and Dissecting Planning Representations and Paradigms in Vision-Language-Action Models
49.002025.06
21
KODex
On the Utility of Koopman Operator Theory in Learning Dexterous Manipulation Skills
38.902023.03