Vision language models are blind: Failing to translate detailed visual features into words

Pooyan Rahmanzadehgervi, Logan Bolton, Mohammad Reza Taesiri +1

While large language models with vision capabilities (VLMs), e.g., GPT-4o and Gemini 1.5 Pro, score high on many vision-understanding benchmarks, they are still struggling with low…