OPERA: Object Perception Enhances Single-view 3D Reconstruction
The method enhances single-view 3D reconstruction by injecting explicit object perception signals from pre-trained models into existing pipelines. It uses a generation-perception alignment module (GPAM) to guide the reconstruction process using both semantic knowledge from language models and geometric knowledge from depth estimation, resulting in significantly more accurate and semantically consistent 3D shapes.