Author

Hui Lin

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#artificial intelligence Preprint Aug 2026

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

Referring segmentation in overhead imagery is inherently relational: a query may ask for the buildings north of the road or the pond closest to a residential area, so the correct referent can contain one object, several objects, or none. Existing benchmarks mainly score mask overlap, which cannot verify whether a model...

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