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Qing Ma

4 accepted papers

2026

PMPGuard: Catching Pseudo-Matched Pairs in Remote Sensing Image–Text Retrieval

AAAI 2026technical

Remote sensing (RS) image–text retrieval faces significant challenges in real-world datasets due to the presence of Pseudo-Matched Pairs (PMPs), semantically mismatched or weakly aligned image–text pairs, which hinder the learning of reliable cross-modal alignments. To address this issue, we propose

Cited by 0SourcePDFScholar
2026

SAG-GNN: Semantic-Aware Guided GNN for Descriptor-Free 2D-3D Matching

CVPR 2026

Image-to-point cloud matching (2D-3D matching) establishes accurate correspondences between image keypoints and 3D points for 6-DoF camera pose estimation. Existing methods either suffer from poor generalization due to scene-specific coordinate regression requiring per-scene retraining, or incur hig

Cited by 0SourcecodeScholar
2025

Robust Test-Time Adaptation for Single Image Denoising Using Deep Gaussian Prior

ICCV 2025poster

Gaussian denoising often serves as the initiation of research in the field of image denoising, owing to its prevalence and intriguing properties. However, deep Gaussian denoiser typically generalizes poorly to other types of noises, such as Poisson noise and real-world noise. In this paper, we revea…