title: Pro3D-Editor : A Progressive-Views Perspective for Consistent and
    Precise 3D Editing
summary: Text-guided 3D editing aims to precisely edit semantically relevant local 3D
  regions, which has significant potential for various practical applications
  ranging from 3D games to film production. Existing methods typically follow a
  view-indiscriminate paradigm: editing 2D views indiscriminately and projecting
  them back into 3D space. However, they overlook the different cross-view
  interdependencies, resulting in inconsistent multi-view editing. In this study,
  we argue that ideal consistent 3D editing can be achieved through a
  progressive-views paradigm, which propagates editing semantics from
  the editing-salient view to other editing-sparse views. Specifically, we
  propose Pro3D-Editor, a novel framework, which mainly includes
  Primary-view Sampler, Key-view Render, and Full-view Refiner. Primary-view
  Sampler dynamically samples and edits the most editing-salient view as the
  primary view. Key-view Render accurately propagates editing semantics from the
  primary view to other key views through its Mixture-of-View-Experts Low-Rank
  Adaption (MoVE-LoRA). Full-view Refiner edits and refines the 3D object based
  on the edited multi-views. Extensive experiments demonstrate that our method
  outperforms existing methods in editing accuracy and spatial consistency.
paper_authors._id: 683eb1f54c5b9f381d5b42ad
paper_authors.name: Yang Zheng
paper_authors._id: 683eb1f54c5b9f381d5b42ae
paper_authors.name: Mengqi Huang
paper_authors._id: 683eb1f54c5b9f381d5b42af
paper_authors.name: Nan Chen
paper_authors.status: claimed_verified
paper_authors.statusLastChangedAt: 2025-06-03T08:36:45.797Z
paper_authors._id: 6629d7c9fa14eaccf07d8633
paper_authors.avatarUrl: /avatars/dceb2f6c804c583adf15a3536c8c995b.svg
paper_authors.fullname: Nan Chen
paper_authors.type: user
paper_authors.user: CNcreator0331
paper_authors._id: 683eb1f54c5b9f381d5b42b0
paper_authors.name: Zhendong Mao
paper_title: Pro3D-Editor : A Progressive-Views Perspective for Consistent and
    Precise 3D Editing
paper_summary: Text-guided 3D editing aims to precisely edit semantically relevant local 3D
  regions, which has significant potential for various practical applications
  ranging from 3D games to film production. Existing methods typically follow a
  view-indiscriminate paradigm: editing 2D views indiscriminately and projecting
  them back into 3D space. However, they overlook the different cross-view
  interdependencies, resulting in inconsistent multi-view editing. In this study,
  we argue that ideal consistent 3D editing can be achieved through a
  progressive-views paradigm, which propagates editing semantics from
  the editing-salient view to other editing-sparse views. Specifically, we
  propose Pro3D-Editor, a novel framework, which mainly includes
  Primary-view Sampler, Key-view Render, and Full-view Refiner. Primary-view
  Sampler dynamically samples and edits the most editing-salient view as the
  primary view. Key-view Render accurately propagates editing semantics from the
  primary view to other key views through its Mixture-of-View-Experts Low-Rank
  Adaption (MoVE-LoRA). Full-view Refiner edits and refines the 3D object based
  on the edited multi-views. Extensive experiments demonstrate that our method
  outperforms existing methods in editing accuracy and spatial consistency.
paper_ai_summary: A progressive-views paradigm with Pro3D-Editor achieves consistent 3D editing by propagating semantics from key views to less edited ones.
paper_ai_keywords: progressive-views paradigm Primary-view Sampler Key-view Render Full-view Refiner Mixture-of-View-Experts Low-Rank Adaptation MoVE-LoRA