FineSightBench reveals VLMs perceive patterns down to 12px but show persistent failures in fine-scale reasoning such as numeracy and sequencing.
Visual orientation discrimination skills are tightly linked with specific aspects of human intelli- gence.PLoS ONE, 18(10):e0289590, 2023
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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.