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Robot Manipulation Generalization On Gembench

평가 지표

Average Success Rate
Average Success Rate (L1)
Average Success Rate (L2)
Average Success Rate (L3)
Average Success Rate (L4)

평가 결과

이 벤치마크에서 각 모델의 성능 결과

Paper Title
3D-LOTUS++48.068.7±0.664.5±0.941.5±1.817.4±0.4Towards Generalizable Vision-Language Robotic Manipulation: A Benchmark and LLM-guided 3D Policy
3D-LOTUS45.794.3±1.449.9±2.238.1±1.10.3±0.3Towards Generalizable Vision-Language Robotic Manipulation: A Benchmark and LLM-guided 3D Policy
3D diffuser actor44.091.9±0.843.4±2.837.0±2.20.0±0.03D Diffuser Actor: Policy Diffusion with 3D Scene Representations
RVT-244.089.1±0.851.0±2.336.0±2.20.0±0.0RVT-2: Learning Precise Manipulation from Few Demonstrations
PolarNet38.477.7±0.937.1±1.438.5±1.70.1±0.2PolarNet: 3D Point Clouds for Language-Guided Robotic Manipulation
Hiveformer30.460.3±1.526.1±1.435.1±1.70.0±0.0Instruction-driven history-aware policies for robotic manipulations
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