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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 1Source ↗Scholar ↗
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 0Source ↗Scholar ↗