AIBullisharXiv – CS AI · 14h ago6/10
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Degradation-Consistent Paired Training for Robust AI-Generated Image Detection
Researchers propose Degradation-Consistent Paired Training (DCPT), a training methodology that significantly improves AI-generated image detector robustness against real-world corruptions like JPEG compression and blur. The approach uses paired consistency constraints without adding parameters or inference overhead, achieving 9.1% accuracy improvement on degraded images while maintaining performance on clean images.