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Muyao Peng

3 accepted papers

2026

Angle-I2P: Angle-Consistent-Aware Hierarchical Attention for Cross-Modality Outlier Rejection

ICRA 2026poster

Image-to-point-cloud registration (I2P) is a fundamental task in robotic applications such as manipulation, grasping and localization. Existing deep learning-based I2P methods seek to align image and point cloud features in a learned representation space to establish correspondences, and have achiev…

2025

MinCD-PnP: Learning 2D-3D Correspondences with Approximate Blind PnP

ICCV 2025poster

Image-to-point-cloud (I2P) registration is a fundamental problem in computer vision, focusing on establishing 2D-3D correspondences between an image and a point cloud. Recently, the differentiable perspective-n-point (PnP) has been widely used to supervise I2P registration networks by enforcing proj…

2025

Top-I2P: Explore Open-Domain Image-to-Point Cloud Registration Using Topology Relationship

IJCAI 2025

Image-to-point cloud (I2P) registration is a fundamental task in computer vision, which aims to align pixels in 2D images with corresponding points in 3D point clouds. While deep learning based methods dominate this field, they often fail to generalize to the open domain. In this paper, we address o

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