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ResearchFormerly WizWand

Image Demorphing on StyleGAN

95.97Restoration AccuracydiffDeMorph
-3.838822.073147.98573.8969May 25, 2026
Updated 5mo ago

Evaluation results

MethodLinks
diffDeMorphFace Matcher=ArcFace, FMR Threshold=@ >10% FMR2026.0595.97
LLM-Demorph+ Qwen3-VLFace Matcher=ArcFace, FMR Threshold=@ 10% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0567.23
diffDeMorphFace Matcher=AdaFace, FMR Threshold=@ >10% FMR2026.0567
LLM-Demorph+ Qwen3-VLFace Matcher=AdaFace, FMR Threshold=@ 10% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0557.28
LLM-Demorph+ LLaVA-1.6Face Matcher=ArcFace, FMR Threshold=@ 10% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0556.24
lc-GANFace Matcher=AdaFace, FMR Threshold=@ 10% FMR2026.0550.39
LLM-Demorph+ LLaVA-1.6Face Matcher=AdaFace, FMR Threshold=@ 10% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0546.74
lc-GANFace Matcher=ArcFace, FMR Threshold=@ 10% FMR2026.0538.76
LLM-Demorph+ Qwen3-VLFace Matcher=ArcFace, FMR Threshold=@ 1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0532.77
LLM-Demorph+ LLaVA-1.6Face Matcher=ArcFace, FMR Threshold=@ 1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0523.97
LLM-Demorph+ Qwen3-VLFace Matcher=AdaFace, FMR Threshold=@ 1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0523.86
lc-GANFace Matcher=AdaFace, FMR Threshold=@ 1% FMR2026.0520.75
LLM-Demorph+ LLaVA-1.6Face Matcher=AdaFace, FMR Threshold=@ 1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0517.04
IPDFace Matcher=ArcFace, FMR Threshold=@ >10% FMR2026.0516.22
lc-GANFace Matcher=ArcFace, FMR Threshold=@ 1% FMR2026.0512.57
LLM-Demorph+ Qwen3-VLFace Matcher=ArcFace, FMR Threshold=@ 0.1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.059.13
LLM-Demorph+ LLaVA-1.6Face Matcher=ArcFace, FMR Threshold=@ 0.1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.056.62
LLM-Demorph+ Qwen3-VLFace Matcher=AdaFace, FMR Threshold=@ 0.1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.055.34
lc-GANFace Matcher=AdaFace, FMR Threshold=@ 0.1% FMR2026.054.52
LLM-Demorph+ LLaVA-1.6Face Matcher=AdaFace, FMR Threshold=@ 0.1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.052.94
lc-GANFace Matcher=ArcFace, FMR Threshold=@ 0.1% FMR2026.052.12
Face DemorphingFace Matcher=ArcFace, FMR Threshold=@ >10% FMR2026.050.43
IPDFace Matcher=AdaFace, FMR Threshold=@ >10% FMR2026.050
SDeMorphFace Matcher=ArcFace, FMR Threshold=@ >10% FMR2026.050
SDeMorphFace Matcher=AdaFace, FMR Threshold=@ >10% FMR2026.050
Face DemorphingFace Matcher=AdaFace, FMR Threshold=@ >10% FMR2026.050