Search Results - "Yuan, Yongzhe"
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Commonality Autoencoder: Learning Common Features for Change Detection From Heterogeneous Images
Published in IEEE transaction on neural networks and learning systems (01-09-2022)“…Change detection based on heterogeneous images, such as optical images and synthetic aperture radar images, is a challenging problem because of their huge…”
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Journal Article -
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EGST: Enhanced Geometric Structure Transformer for Point Cloud Registration
Published in IEEE transactions on visualization and computer graphics (01-09-2024)“…We explore the effect of geometric structure descriptors on extracting reliable correspondences and obtaining accurate registration for point cloud…”
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Explore the Influence of Shallow Information on Point Cloud Registration
Published in IEEE transaction on neural networks and learning systems (01-11-2024)“…Feature extraction is a key step for deep-learning-based point cloud registration. In the correspondence-free point cloud registration task, the previous work…”
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Journal Article -
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Learning Discriminative Features via Multi-Hierarchical Mutual Information for Unsupervised Point Cloud Registration
Published in IEEE transactions on circuits and systems for video technology (01-09-2024)“…Extracting discriminative representations is the key step for correspondence-free point cloud registration. The extracted representations require to be…”
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Journal Article -
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One-Nearest Neighborhood Guides Inlier Estimation for Unsupervised Point Cloud Registration
Published in IEEE transaction on neural networks and learning systems (04-11-2024)“…The precision of unsupervised point cloud registration methods is typically limited by the lack of reliable inlier estimation and self-supervised signal,…”
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Journal Article -
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Learning Compact Transformation Based on Dual Quaternion for Point Cloud Registration
Published in IEEE transactions on instrumentation and measurement (01-01-2024)“…Accurately estimating 3D rigid body transformation is a critical step for correspondences-free point cloud registration method. However, recently proposed…”
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Inlier Confidence Calibration for Point Cloud Registration
Published in 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (16-06-2024)“…Inliers estimation constitutes a pivotal step in partially overlapping point cloud registration. Existing methods broadly obey coordinate-based scheme, where…”
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Conference Proceeding -
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PCRDiffusion: Diffusion Probabilistic Models for Point Cloud Registration
Published 10-12-2023“…We propose a new framework that formulates point cloud registration as a denoising diffusion process from noisy transformation to object transformation. During…”
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Journal Article -
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One-Nearest Neighborhood Guides Inlier Estimation for Unsupervised Point Cloud Registration
Published 26-07-2023“…The precision of unsupervised point cloud registration methods is typically limited by the lack of reliable inlier estimation and self-supervised signal,…”
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Journal Article -
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Correspondence-Free Point Cloud Registration Via Feature Interaction and Dual Branch [Application Notes]
Published in IEEE computational intelligence magazine (01-11-2023)“…Point cloud registration, which effectively coincides the source and target point clouds, is generally implemented by geometric metrics or feature metrics. In…”
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Magazine Article