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Author

Jin Huang

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Open access Aug 2026

TARA: Task-Adaptive Rank Allocation for Efficient Large Language Model Fine-Tuning in Geo-Information Text Classification

Geo-information texts, including geospatial data-use regulations and Earth observation metadata, are central to data governance and compliance auditing in remote sensing ecosystems. Full fine-tuning of large pre-trained language models is often computationally impractical, while standard LoRA reduces cost but assigns a...

Can-Hui Wang, Juntao Shen, Yi-Cong Feng et al. · 0 citations
Open access Aug 2026

WPSeg-Net: A Boundary-Guided Dual-Branch Network for Molten Pool Segmentation

An efficient boundary-guided dual-branch network, WPSeg-Net, is proposed, which employs ResNet-34 as the encoder, integrates a lightweight Transformer module for global context modeling, and adopts BiFPN for multi-scale feature fusion.

Xin Heng, Yong-Jing Wang, Wan-Qiang Zhang et al. · 0 citations
Open access Aug 2026

AS-YOLOR: An Improved YOLO Model for Small Object Detection in Aerial Images

An Adaptive and Scalable YOLO model named AS-YOLOR (Adaptive and Scalable YOLO for Rotated object detection), based on the YOLOv8 baseline is proposed, providing a solution with strong practical potential for achieving efficient and high-precision detection of small, rotated objects.

Jin Huang, Juntao Shen, Min Wang et al. · 0 citations

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