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English(EN) More with LESS -- Local Scene Representations for Tactile Imaging

新的LESS方法增强了用于物体重建的触觉成像

研究人员开发了一种名为局部空间感知编码器(LESS)的新方法,以改进用于重建软物体内部结构的触觉成像。该方法利用了以物体为中心的表示,该表示利用了触觉的局部性质,将触觉场景建模为循环编码器的网格。LESS展示了强大的泛化能力,允许在简单模型上训练的模型能够准确地成像更复杂的物体,并实现完整的3D重建。 AI

排序理由 该集群包含一篇详细介绍一种新的触觉成像方法的论文。

在 arXiv cs.LG 阅读 →

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新的LESS方法增强了用于物体重建的触觉成像

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报道来源 [2]

  1. arXiv cs.LG TIER_1 English(EN) · Zohar Rimon, Elisei Shafer, Tal Tepper, Daniel Kozin, Alon Malka, Roy Holland, Aviv Tamar ·

    LESS — 用于触觉成像的局部场景表示

    arXiv:2606.14344v1 Announce Type: new Abstract: Tactile imaging seeks to reconstruct the internal structure of soft objects through touch sensing, with applications in medical diagnosis and robotic manipulation. Recent self-supervised learning approaches have shown promising resu…

  2. arXiv cs.LG TIER_1 English(EN) · Aviv Tamar ·

    LESS 更多 -- 用于触觉成像的局部场景表示

    Tactile imaging seeks to reconstruct the internal structure of soft objects through touch sensing, with applications in medical diagnosis and robotic manipulation. Recent self-supervised learning approaches have shown promising results, but rely on global, unstructured representa…