AI Vision Models Fail To Spot Basic Image Changes
Vision-Language Models struggle to recognize simple image transformations like rotations & color shifts. Study finds significant gaps in VLMs' visual understanding capabilities.
This is a Plain English Papers summary of a research paper called AI Vision Models Fail to Spot Basic Image Changes, Study Finds. If you like these kinds of analysis, you should join AImodels.fyi or follow us on Twitter. Overview Vision-Language Models (VLMs) struggle to recognize simple image transformations Study tested VLMs including CLIP, BLIP, LLaVA, and GPT-4V against image alterations Models fail to identify basic changes like rotations, flips, and color shifts Performance varies across transformations with worst results on inverted images Findings suggest significant gaps in...