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Author

Yupeng Deng

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Preprint Oct 2026

LoDEOT: Low-Dimensional and Efficient Offset Tokens for Building Footprint Extraction from Off-Nadir Imagery

Instance-level roof-to-footprint offset (RFO) prediction is central to extracting building footprints from off-nadir imagery. Query-based pipelines commonly use high-dimensional instance tokens to predict signed two-dimensional RFOs. We investigate whether RFO prediction can instead use a compact offset token. Under lo...

Kai Li, Zi-Gan Zhou, Zhen-Yang Li et al. · 0 citations
Open access 2026

DenseRS-CLIP: Enhancing Dense Feature Representation of Remote Sensing CLIP via Attention-Decoupled Dual-Branch Distillation

DenseRS-CLIP, a region-structured two-stage adaptation framework for enhancing dense representations of remote sensing CLIP models, achieves consistent improvements over representative remote sensing VLFMs and controlled distillation variants, and validate the effectiveness of weakly localized, branch-specific distilla...

Yu-Peng Deng, Wei-Zhi Chen, Jiansheng Chen et al. · 0 citations
Jul 2026

ObliCity: A Benchmark and Baseline for Roof-to-Ground Projection Displacement Correction

This work reformulates DragOSM into DragRoof, an ODE-based framework inspired by human annotation behavior, and introduces the Oblique City dataset (ObliCity), the first large-scale benchmark that integrates high-resolution UAV imagery and globally distributed satellite data, covering diverse city morphologies and came...

Kai Li, Yupeng Deng, Li-Gao Deng et al. · 0 citations

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