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  `pixel-detector-5-f1.onnx` is a CLIP ViT-B/16 vision transformer, fine-tuned end to end to separate camera photos from AI-generated images. It reads one 224 × 224 view of the whole image and returns **one logit**: positive leans AI, negative leans camera.
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- It is the learned detector of [Slop Scope](#use-in-slop-scope), a research app built to test **JEV**. JEV is a typed decision model the app reaches through OpenRouter. It receives only fixed text facts, never pixels or numbers, and it is the app's only classifier. This model's logit becomes at most one of those facts.
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  > **Research model, not a verdict.**
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  > - The logit is not a calibrated probability, and no score verifies the origin of a single image.
 
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  `pixel-detector-5-f1.onnx` is a CLIP ViT-B/16 vision transformer, fine-tuned end to end to separate camera photos from AI-generated images. It reads one 224 × 224 view of the whole image and returns **one logit**: positive leans AI, negative leans camera.
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+ It is the learned detector of [Slop Scope](https://slop-scope.gptchatly.com), a research app built to test **JEV**. JEV is a typed decision model the app reaches through OpenRouter. It receives only fixed text facts, never pixels or numbers, and it is the app's only classifier. This model's logit becomes at most one of those facts.
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  > **Research model, not a verdict.**
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  > - The logit is not a calibrated probability, and no score verifies the origin of a single image.