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