IEEE/ICACT20260070 Slide.22        [Big Slide]       Oral Presentation
An analysis of cases where the model incorrectly classified real images as AI-generated was also conducted. In one instance, the model erroneously claimed a real image displayed "unnatural textures" and "jagged edges" on leaves. While these were classification errors, the generated explanations remain valuable as they allow human reviewers to verify specific claims—checking if the leaves truly appear jagged or if the texture is organic. This transparency facilitates easier debugging and human verification compared to opaque "black box" decisions.

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