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Mengyuan Ge

3 accepted papers

2026

PointGP: Geometry-Primed Attention for Point Cloud Analysis

IJCAI 2026

Transformer-based architectures have demonstrated strong performance in 3D point cloud understanding, yet many existing methods generate attention weights mainly from semantic feature similarity. In deep networks, feature-centric attention may become less selective as point features are progressivel

Cited by 0Scholar
2025

PD-SDF: Dynamic Surface Reconstruction Based on Plane Decomposition for Single View RGB-D Videos

ICASSP 2025accepted

Surface reconstruction of dynamic scenes from single view videos is a challenging task due to the highly ill-posed and under-constrained nature. Existing single view reconstruction methods suffer from severe quality issues, such as surface distortion and mesh adherison. In this paper, we propose an…

Cited by 0SourceScholar
2025

Simplified one-sided Image-to-Image Translation with Reconstruction-Constrained Generative Adversarial Networks

ICASSP 2025accepted

The utilization of generative adversarial networks (GANs) for image-to-image translation has undergone extensive scholarly exploration. Nonetheless, prevailing unidirectional image translation tasks remain intricate and computationally inefficient due to the employment of complex computational metho…

Cited by 0SourceScholar