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Open access Sep 2026

CI-DIOR-7: A Task-Oriented Benchmark and Failure Analysis for Critical Infrastructure Detection in Remote Sensing Imagery

Accurate detection of critical infrastructure in high-resolution remote sensing imagery is important for infrastructure inventory, regional monitoring, and risk assessment. However, differences in object scale, spatial density, geometric form, and background complexity make it difficult to evaluate detectors using a si...

Zheng Lu, Ye Wang, Xiao-Dong Huang et al. · 0 citations
Preprint Sep 2026

MiCo: Mutual Information Coverage Optimization through Semantic Erasure Modeling for Efficient MLLM Inference

Multimodal large language models (MLLMs) have demonstrated impressive performance in multimodal understanding, but processing large numbers of visual tokens results in high computational costs. While many methods have been proposed to reduce the number of visual tokens, most of them rely on heuristics and are prone to...

Ting-Hao Wang, Yi-Chen Guo, Qi-Zhe Zhang et al. · 0 citations
Preprint Sep 2026

Geometric Encoding for Spatial Reasoning in Vision-Language Models

Vision-Language Models (VLMs) are far more reliable at recognizing what appears in a video than at reasoning about its spatial and temporal properties, such as metric distances, object dimensions, and consistent object identities across frames. We present Geometric Code, a perception-to-geometry pipeline that computes...

Antonio Jun, Hao-Shui Yu, Zheng Lu et al. · 0 citations

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