DexArt Benchmark Leaderboard
DexArt benchmarks emphasize articulated object manipulation and tool use.
View Benchmark Repository21 models
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| Rank | Model | Mean Succ | Date | Details |
|---|---|---|---|---|
| 1 | ACT Learning Fine-Grained Bimanual Manipulation with Low-Cost Hardware | 84.67 | 2023.04 | |
| 2 | DP4 Spatial-Temporal Aware Visuomotor Diffusion Policy Learning | 82.50 | 2025.07 | |
| 3 | SAT Structural Action Transformer for 3D Dexterous Manipulation | 73.00 | 2026.03 | |
| 4 | K-UBM Going with the Flow: Koopman Behavioral Models as Pseudo Planners for Visuo-Motor Dexterity | 70.17 | 2026.02 | |
| 5 | DP3 3D Diffusion Policy: Generalizable Visuomotor Policy Learning via Simple 3D Representations | 68.50 | 2024.03 | |
| 6 | KOROL KOROL: Learning Visualizable Object Feature with Koopman Operator Rollout for Manipulation | 67.70 | 2024.07 | |
| 7 | ManiFlow ManiFlow: A General Robot Manipulation Policy via Consistency Flow Training | 63.20 | 2025.09 | |
| 8 | KAN-We-Flow KAN We Flow? Advancing Robotic Manipulation with 3D Flow Matching via KAN & RWKV | 61.13 | 2026.02 | |
| 9 | BridgePolicy Sample from What You See: Visuomotor Policy Learning via Diffusion Bridge with Observation-Embedded Stochastic Differential Equation | 60.00 | 2025.12 | |
| 10 | X-DP3 X-Imitator: Spatial-Aware Imitation Learning via Bidirectional Action-Pose Interaction | 59.48 | 2026.05 | |
| 11 | ManiCM ManiCM: Real-time 3D Diffusion Policy via Consistency Model for Robotic Manipulation | 56.80 | 2024.06 | |
| 12 | SDM Policy Score and Distribution Matching Policy: Advanced Accelerated Visuomotor Policies via Matched Distillation | 56.00 | 2024.12 | |
| 13 | UniAct Universal Actions for Enhanced Embodied Foundation Models | 55.00 | 2025.01 | |
| 14 | FreqPolicy FreqPolicy: Frequency Autoregressive Visuomotor Policy with Continuous Tokens | 54.30 | 2025.06 | |
| 15 | FlowPolicy FlowPolicy: Enabling Fast and Robust 3D Flow-based Policy via Consistency Flow Matching for Robot Manipulation | 54.00 | 2024.12 | |
| 16 | MambaPolicy MambaPolicy: Towards Efficient 3D Diffusion Policy with Hybrid Selective State Models | 54.00 | 2024.09 | |
| 17 | Flow Matching Affordance-based Robot Manipulation with Flow Matching | 53.30 | 2024.09 | |
| 18 | HPT Scaling Proprioceptive-Visual Learning with Heterogeneous Pre-trained Transformers | 53.00 | 2024.09 | |
| 19 | Diffusion Policy Diffusion Policy: Visuomotor Policy Learning via Action Diffusion | 49.00 | 2023.03 | |
| 20 | VLA-OS(-A/I/H) VLA-OS: Structuring and Dissecting Planning Representations and Paradigms in Vision-Language-Action Models | 49.00 | 2025.06 | |
| 21 | KODex On the Utility of Koopman Operator Theory in Learning Dexterous Manipulation Skills | 38.90 | 2023.03 |