Author

Chuang Chen

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Open access Aug 2026

Automating Tree Crown Delineation in UAV Orthomosaics Without Annotation: An Annotation-Free Framework Coupling DeepForest, Segment Anything, and Unsupervised Clustering

Individual-tree-level information on crown distribution and morphology underpins forest inventory, biomass estimation, and carbon accounting. High-resolution Unmanned Aerial Vehicle (UAV) imagery resolves single-tree detail, but automated crown extraction remains difficult: fully supervised segmentation depends on cost...

Ge Shi, Hao-Ran Tang, Wei Wang et al. · Remote Sensing · 0 citations

Review Open access Sep 2026

GFE-Net: Geometry-Enhanced Feature Extraction Network for Semantic Segmentation of Large-Scale LiDAR Point Clouds

Accurate semantic segmentation of large-scale outdoor LiDAR point clouds remains a challenging endeavor, primarily due to ambiguous class transitions at object interfaces, non-uniform sampling density across the surveyed area, and shared geometric signatures among distinct object categories. This paper proposes GFE-Net...

Hui Liu, Guang-Ming Zhang, Chuang Chen et al. · Remote Sensing · 0 citations

2026

A Similarity-Based Multiscale Cluster Region Transfer Network for Cross-Domain Fault Diagnosis of Rolling Bearings

Rolling bearings operate under varying working conditions, posing a significant challenge to achieving high-accuracy bearing fault diagnosis. To enhance the fault diagnosis performance of rolling bearings under cross-domain working conditions and noisy environments, this study proposes a similarity-based multiscale clu...

Xianfeng Li, Jiantao Shi, Chuang Chen et al. · IEEE Transactions on Reliabi... · 0 citations