FineSightBench reveals VLMs perceive patterns down to 12px but show persistent failures in fine-scale reasoning such as numeracy and sequencing.
Event-driven figure-ground organisation model for the humanoid robot icub.Nature Communications, 16(1):1874, 2025
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The Last Visible Pixel: Probing Fine-Scale Perception in Vision-Language Models
FineSightBench reveals VLMs perceive patterns down to 12px but show persistent failures in fine-scale reasoning such as numeracy and sequencing.