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English(EN) JanusMesh: Fast and Zero-Shot 3D Visual Illusion Generation via Cross-Space Denoising

JanusMesh 框架可在数分钟内生成文本驱动的 3D 错觉

研究人员开发了 JanusMesh,一个用于生成文本驱动的 3D 视觉错觉的新颖框架。该方法采用两阶段过程:首先,跨空间双分支去噪技术对齐 3D 潜在表示并融合符号距离场以实现几何一致性;其次,视图条件纹理合成模块整合 2D 扩散先验。JanusMesh 可以在 3-5 分钟内生成逼真的双语义 3D 错觉,在效率和质量方面优于现有方法。 AI

影响 能够为各种应用更快、更有效地创建复杂的 3D 视觉错觉。

排序理由 该集群包含一篇详细介绍 3D 视觉错觉生成新方法的学术论文。

在 arXiv cs.CV 阅读 →

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JanusMesh 框架可在数分钟内生成文本驱动的 3D 错觉

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报道来源 [3]

  1. Hugging Face Daily Papers TIER_1 English(EN) ·

    JanusMesh:通过跨空间去噪实现快速、零样本的3D视觉错觉生成

    A fast, training-free framework generates text-driven 3D visual illusions by decoupling generation into cross-space dual-branch denoising and view-conditioned texture synthesis for seamless geometric fusion and semantic coherence.

  2. arXiv cs.CV TIER_1 English(EN) · Siang-Ling Zhang, Huai-Hsun Cheng, Tsung-Ju Yang, Yu-Lun Liu ·

    JanusMesh:通过跨空间去噪实现快速、零样本的3D视觉错觉生成

    arXiv:2606.20563v1 Announce Type: new Abstract: Creating 3D visual illusions, a single 3D mesh that reveals entirely different semantics from various viewing angles, is a fascinating but tough challenge. Existing optimization-based methods are slow and can produce oversaturated c…

  3. arXiv cs.CV TIER_1 English(EN) · Yu-Lun Liu ·

    JanusMesh:通过跨空间去噪实现快速、零样本的3D视觉错觉生成

    Creating 3D visual illusions, a single 3D mesh that reveals entirely different semantics from various viewing angles, is a fascinating but tough challenge. Existing optimization-based methods are slow and can produce oversaturated colors. In contrast, naive stitching approaches f…