journal article·2026Open access

Attention and Mamba Based Iterative Registration Network for Low-Overlap and Large-Scale Point Cloud

Haotian Cao, Qingsheng Zhu

Computers, Materials & Continua· Volume 88· Issue 2

Abstract

Point Cloud Registration (PCR) is a basic task in computer vision, mobile robotics, and autonomous driving. PCR primarily faces challenges, including insufficient registration performance in low-overlap scenarios and high computational resource consumption in large-scale point cloud scenarios. Most recent PCR methods are transformer-based. Methods like transformers have quadratic computational complexity
Source: openalex_inverted_index · Quality: baseline

Research context

OpenAlex topics: 3D Shape Modeling and Analysis · Robotics and Sensor-Based Localization · Gaussian Processes and Bayesian Inference

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