Author

Min Huang

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Open access Sep 2026

RoadMark-AWAConv: Adaptive Weight-Anchor Convolution for Fine-Grained Semantic Segmentation of Road Marking Point Clouds

The proposed RoadMark-AWAConv is an adaptive weight-anchor convolution method for fine-grained road marking segmentation that introduces a geometry-constrained annular-domain anchor initialization strategy, hierarchical radius-based neighborhood aggregation, and normal vector direction calibration to better capture loc...

Xin-Rui Huang, Yang-Quan Guo, Zheng-Zheng Xie et al. · Remote Sensing · 0 citations

#artificial intelligence Preprint Aug 2026

GeoRefer-Bench: A Benchmark from Referring Pixels to Verifiable Geospatial Reasoning

GeoRefer-Bench turns geospatial referring segmentation from mask matching into verifiable reference resolution, and introduces GeoRefer-Bench, a benchmark for verifiable geospatial referring segmentation.

Shuai Cao, Min Huang, Meng Tang et al. · 0 citations

Preprint Aug 2026

Hierarchical Adaptive Feature Refinement Network for VHR Remote Sensing Image Segmentation

HAFR-Net is presented, a progressive refinement framework that adaptively organizes and conservatively refines hierarchical representations instead of replacing them with a monolithic decoder transformation and shows consistent spatial reweighting beyond content-only routing, improved boundary and thin-structure accura...

Shuai Cao, Meng Tang, Shuwei Peng et al. · 0 citations