ReGain Mitigates Subject Fidelity Loss in Synthetic Image Fine-tuning

Fine-tuning DreamBooth on synthetic images causes degradation via high classifier-free guidance (CFG) scales, resulting in oversaturation and excess high-frequency detail. The ReGain analysis identifies the increased angle between conditional and unconditional noise predictions as the primary driver of this loss.