Eval3D: Interpretable and Fine-grained Evaluation for 3D Generation

Shivam Duggal; Yushi Hu; Oscar Michel; Aniruddha Kembhavi; William T. Freeman; Noah A. Smith; Ranjay Krishna; Antonio Torralba; Ali Farhadi; Wei-Chiu Ma

doi:10.1109/cvpr52734.2025.01244

CVPR2025顶会

Eval3D: Interpretable and Fine-grained Evaluation for 3D Generation

Shivam Duggal, Yushi Hu, Oscar Michel, Aniruddha Kembhavi, William T. Freeman, Noah A. Smith, Ranjay Krishna, Antonio Torralba, Ali Farhadi, Wei-Chiu Ma

arXiv DOI 出版方

2025年份

2顶会引用

摘要

A plate of fried chicken and waffles with maple syrup A corgi wearing a hat front back side front side Structural inconsistency / Text-3D misalignment / Semantic inconsistency / Geometric inconsistency Figure 1. Challenges of 3D generation: (1) Structural inconsistency: lack of globally-coherent 3D shape; (2) Text-3D misalignment: failure to meet the requirements of the input text-prompt; (3) Semantic inconsistency: content change and incoherent semantics; (4) Geometric inconsistency: misaligned geometry and texture.