AI RESEARCH

VLRS-Bench: A Vision-Language Reasoning Benchmark for Remote Sensing

arXiv CS.CV

ArXi:2602.07045v2 Announce Type: replace Recent advancements in Multimodal Large Language Models (MLLMs) have enabled complex reasoning. However, existing remote sensing (RS) benchmarks remain heavily biased toward perception tasks, such as object recognition and scene classification. This limitation hinders the development of MLLMs for cognitively demanding RS applications. To address this, we propose a Vision Language ReaSoning Benchmark (VLRS-Bench), which is the first benchmark exclusively dedicated to complex RS reasoning.