3 papers
cs.CV2026
GeoRefer-Bench: A Benchmark from Referring Pixels to Verifiable Geospatial Reasoning
Shuaishuai Cao, Min Huang, Meng Tang +3
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 r…
cs.CV2026
Hierarchical Adaptive Feature Refinement Network for VHR Remote Sensing Image Segmentation
Shuaishuai Cao, Meng Tang, Shuwei Peng +7
Semantic segmentation of very-high-resolution (VHR) remote sensing imagery increasingly benefits from strong pretrained hierarchical encoders, yet exploiting their multi-stage repr…
cs.CV2026
Contrastive Mask Fidelity: Reference-Free Auditing of Ground-Truth Masks in Remote Sensing Semantic Segmentation
Shuaishuai Cao, Shuwei Peng, Meng Tang +5
Semantic segmentation models are trained and evaluated against human-drawn masks, yet remote-sensing annotations are often coarse, incomplete, or misaligned; high overlap scores ma…