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  • GitHub - mohammadasim98 scenetok: [CVPR 26] SceneTok: A Compressed . . .
    (Left) SceneTok encodes view sets into a set of compressed, unstructured scene tokens by chaining a VA-VAE image compressor and a perceiver module The tokens can be rendered from novel views with a generative decoder based on rectified flows
  • SceneTok: A Compressed, Diffusable Token Space for 3D Scenes
    We present SceneTok, a novel tokenizer for encoding view sets of scenes into a compressed and diffusable set of unstructured tokens Existing approaches for 3D scene representation and generation commonly use 3D data structures or view-aligned fields
  • SceneTok：用于3D场景的压缩、可扩散 Token 空间
    输入视图越多，场景令牌信息越丰富，渲染不确定性越低。 结语：通往通用3D基础模型的关键一步 SceneTok提出了一种革命性的3D场景表示范式。 它将场景从笨重的3D结构或冗长的视图序列中解放出来，凝结为一组轻巧、无序、可扩散的“本质令牌”。
  • SceneTok - geometric-rl. mpi-inf. mpg. de
    We present SceneTok, a novel token representation for 3D scenes, which can be obtained from view sets and efficiently rendered with a generative decoder The representation is 1-3 orders of magnitude more compressive than existing scene representations and allows for latent scene generation in 5 seconds on a single consumer-grade NVidia RTX 4090
  • SceneTok：用于三维场景的压缩可扩散标记空间 | alphaXiv
    SceneTok 引入了一种用于 3D 场景的压缩、可扩散的 token 空间，实现了高效的新颖视图合成和快速 3D 场景生成。 与现有方法相比，该方法在消费级硬件上实现了 1 到 3 个数量级的更高压缩率和显著更快的生成时间，同时保持了有竞争力的质量。
  • SceneTok: A Compressed, Diffusable Token Space for 3D Scenes ¶
    SceneTok 把一组多视角图像压缩成一小撮（约 1024 个、32-bit float 仅几万）与空间网格解耦的 非结构化场景 token，再用轻量整流流解码器从任意新轨迹采样渲染，并在这个高度压缩的隐空间上训练扩散 transformer，5 秒内完成 3D 场景生成，把渲染与生成两件事彻底解耦。
  • SceneTok: A Compressed, Diffusable Token Space for 3D Scenes
    While the baselines suffer from blur artifacts even without compression,SceneTok produces cleaner renderings and better details from a small set of scene tokens
  • SceneTok: A Compressed, Diffusable Token Space for 3D Scenes
    We introduce SceneTok, a tokenizer that encodes view sets into an unstructured, highly-compressed set of tokens, which can be efficiently rendered (32 images per second) from novel trajectories with a light-weight generative decoder
  • CVPR 2026 Open Access Repository
    We present SceneTok, a novel tokenizer for encoding view sets of scenes into a compressed and diffusable set of unstructured tokens Existing approaches for 3D scene representation and generation commonly use 3D data structures or view-aligned fields
  • Paper-Notes docs CVPR2026 3d_vision scenetok_a_compressed . . . - GitHub
    SceneTok 把一组多视角图像压缩成一小撮（约 1024 个、32-bit float 仅几万）与空间网格解耦的 非结构化场景 token，再用轻量整流流解码器从任意新轨迹采样渲染，并在这个高度压缩的隐空间上训练扩散 transformer，5 秒内完成 3D 场景生成，把渲染与生成两件事彻底解耦。





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