Unverified50% confidenceFactExact time
Real data on robots' interactions with the physical world must be collected through actual operation or expensive simulation, and is far more limited in scale and diversity than text corpora.
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50%
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Long-term
Relevance
10/11/2026
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UnverifiedThe core bottleneck in the robotics field lies in the structural scarcity of physical interaction data: internet text data is on the order of trillions of tokens, image data on the order of billions of images, while high-quality robot physical interaction data is only on the order of millions of trajectories.80% similarUnverifiedCross-robot datasets such as Open X-Embodiment attempt to accumulate diverse physical interaction experience without relying on dense language annotations.68% similarUnverified机器人数据集包含视觉图像帧、机械臂关节状态、动作序列、时间戳、传感器读数以及多模态同步信息等复杂结构66% similarUnverified视觉泛化长期是机器人领域最棘手的挑战之一，传统机器人视觉系统对光线、背景、物体摆放角度极度敏感63% similar
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