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Jianzhang Chen

2 accepted papers

2026

Beyond Euclidean Assumptions: Geometry-Aware Adaptive Routing for Remote Sensing Segmentation

AAAI 2026technical

Remote sensing imagery poses a distinct challenge for semantic segmentation due to its inherent fractal complexity and the diversity of geometric structures present in real-world geospatial scenes. Euclidean-based models typically assume spatial uniformity; however, such assumptions often break do

Cited by 0SourcePDFScholar
2026

HySeg: Learning Generative Priors for Structure-Aware Remote Sensing Segmentation

CVPR 2026

High-resolution remote sensing imagery exhibits complex spatial regularities where topology, continuity, and region adjacency govern semantic organization. However, existing remote sensing image semantic segmentation (RSISS) networks, being predominantly discriminative, estimate strong posteriors fr

Cited by 0SourcecodeScholar