Pattaramanee Arsomngern — accepted AI-conference papers

2025

Zero-shot Inexact CAD Model Alignment from a Single Image

Pattaramanee Arsomngern, Sasikarn Khwanmuang, Matthias Nießner, Supasorn Suwajanakorn

ICCV 2025poster

One practical approach to infer 3D scene structure from a single image is to retrieve a closely matching 3D model from a database and align it with the object in the image. Existing methods rely on supervised training with images and pose annotations, which limits them to a narrow set of object cate…

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2023

Learning Geometric-Aware Properties in 2D Representation Using Lightweight CAD Models, or Zero Real 3D Pairs

Pattaramanee Arsomngern, Sarana Nutanong, Supasorn Suwajanakorn

CVPR 2023poster

Cross-modal training using 2D-3D paired datasets, such as those containing multi-view images and 3D scene scans, presents an effective way to enhance 2D scene understanding by introducing geometric and view-invariance priors into 2D features. However, the need for large-scale scene datasets can impe…

Cited by 3 Source ↗PDF ↗Scholar ↗