Unverified50% confidenceFactExact time
Image input additionally introduces visual tokens, thereby increasing context budget usage and cost.
1
Sources
50%
Confidence
Long-term
Relevance
10/15/2026
First Seen
Sources
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Related Claims
UnverifiedPixel-based interface operation solutions have high computational costs and are susceptible to interference from resolution, themes, and dynamic layouts.67% similarUnverified在多模态大模型中图片输入会被转换为token计费，一张标准网页截图可能消耗数百到数千个token65% similarUnverifiedImages are divided into fixed-size patches, converted into visual tokens by the visual encoder, then mapped to the same embedding space as text tokens through a projection layer, and fed together with text tokens into the language model for joint inference.65% similarUnverifiedA single screenshot can easily have its UI text, icons, or feature labels altered within minutes using image editing software, whereas the cost of faking a full operation video increases exponentially.64% similarUnverifiedThe core idea of mmVB is to allocate the visual token budget on demand: based on the query and cross-image context, it dynamically assigns a different token budget to each image, rather than using a uniform compression rate for every image.64% similar
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