What to do If you get Undesired Results
If you’re evaluating images and the results don’t match your expectations:-
For actual photographs mistakenly identified as synthetic:
- Ensure the image has not been heavily processed or filtered
- Check that the image doesn’t have unusual artifacts from compression or editing
- Consider providing higher resolution versions if available
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For synthetic images not being detected:
- Be aware that newer AI generation models are becoming increasingly photorealistic
- Some AI-generated images that were post-processed or combined with real photographs may be harder to detect
- The evaluation works best with full images rather than small crops or heavily modified versions
Comparing Synthetic Image Evaluator with Similar Evals
- Caption Hallucination: While Synthetic Image Evaluator determines if an image was artificially created, Caption Hallucination evaluates whether descriptions of images contain fabricated elements not visible in the image.
- Toxicity: Synthetic Image Evaluator focuses on the creation method of images, whereas Toxicity evaluates whether content contains harmful elements.