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Conference Oct 2026

A method for large-scale scene 3D reconstruction based on crowdsourced imagery

Aiming at the problem of high data demand for three-dimensional (3D) reconstruction based on a single data source, a large-scale scene 3D reconstruction method using crowdsourced images is proposed. Firstly, dense point clouds are extracted from satellite images and aerial images respectively. For satellite images, den...

Xiao-Wei Chen, Xin Zhou, Qiang Zhang et al. · 0 citations
Open access 2026

Revisiting the Effectiveness of Self-Supervised Learning for Change Detection in Remote Sensing Imagery

This study finds that, within a typical change detection paradigm combining self-supervised pretraining with unsupervised postprocessing, the self-supervised learning process fails to provide effective optimization, and replaces the feature extraction networks used in the investigated paradigm with a single convolution...

Xian Li, Hang Ruan, De-Cheng Wang et al. · 0 citations

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