Beyond Localization: A Comprehensive Benchmark of Perspective-Conditioned Spatial Reasoning in MLLMs from Omnidirectional Images
This work introduces PCSR-Bench, a diagnostic benchmark to test Multimodal Large Language Models' ability to reason about space when viewpoints change. The benchmark shows models struggle significantly with updating spatial relations under new perspectives, revealing a gap between strong visual perception and robust 3D spatial reasoning.