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Xiaohong Jia

4 accepted papers

2025

Unsupervised Region-Based Image Editing of Denoising Diffusion Models

AAAI 2025technical

Although diffusion models have achieved remarkable success in the field of image generation, their latent space remains under-explored. Current methods for identifying semantics within latent space often rely on external supervision, such as textual information and segmentation masks. In this paper,…

Cited by 0SourcePDFScholar
2024

CMG-Net: Robust Normal Estimation for Point Clouds via Chamfer Normal Distance and Multi-Scale Geometry

AAAI 2024technical

This work presents an accurate and robust method for estimating normals from point clouds. In contrast to predecessor approaches that minimize the deviations between the annotated and the predicted normals directly, leading to direction inconsistency, we first propose a new metric termed Chamfer Nor…

2023

Structure-Aware Surface Reconstruction via Primitive Assembly

ICCV 2023poster

We propose a novel and efficient method for reconstructing manifold surfaces from point clouds. Unlike previous approaches that use dense implicit reconstructions or piecewise approximations and overlook inherent structures like quadrics in CAD models, our method faithfully preserves these quadric s…

Cited by 4PDFScholar
2021

LARNet: Lie Algebra Residual Network for Face Recognition

ICML 2021spotlight

Face recognition is an important yet challenging problem in computer vision. A major challenge in practical face recognition applications lies in significant variations between profile and frontal faces. Traditional techniques address this challenge either by synthesizing frontal faces or by pose in…

Cited by 33SourcePDFScholar