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ResearchFormerly WizWand

Image Demorphing on MorDiff

100Restoration Accuracylc-GAN
-4235077May 25, 2026
Updated 5mo ago

Evaluation results

MethodLinks
lc-GANFace Matcher=ArcFace, FMR Threshold=@ 10% FMR2026.05100
lc-GANFace Matcher=ArcFace, FMR Threshold=@ 1% FMR2026.05100
lc-GANFace Matcher=AdaFace, FMR Threshold=@ 10% FMR2026.05100
lc-GANFace Matcher=AdaFace, FMR Threshold=@ 1% FMR2026.05100
diffDeMorphFace Matcher=ArcFace, FMR Threshold=@ >10% FMR2026.05100
LLM-Demorph+ Qwen3-VLFace Matcher=AdaFace, FMR Threshold=@ 10% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0599.79
LLM-Demorph+ LLaVA-1.6Face Matcher=ArcFace, FMR Threshold=@ 10% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0599.76
LLM-Demorph+ LLaVA-1.6Face Matcher=AdaFace, FMR Threshold=@ 10% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0599.67
lc-GANFace Matcher=AdaFace, FMR Threshold=@ 0.1% FMR2026.0598.83
lc-GANFace Matcher=ArcFace, FMR Threshold=@ 0.1% FMR2026.0598.63
LLM-Demorph+ Qwen3-VLFace Matcher=ArcFace, FMR Threshold=@ 10% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0598.53
LLM-Demorph+ Qwen3-VLFace Matcher=ArcFace, FMR Threshold=@ 1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0598.53
LLM-Demorph+ Qwen3-VLFace Matcher=AdaFace, FMR Threshold=@ 1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0598.42
LLM-Demorph+ LLaVA-1.6Face Matcher=AdaFace, FMR Threshold=@ 1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0597.68
LLM-Demorph+ LLaVA-1.6Face Matcher=ArcFace, FMR Threshold=@ 1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0597.52
LLM-Demorph+ Qwen3-VLFace Matcher=AdaFace, FMR Threshold=@ 0.1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0595.37
LLM-Demorph+ Qwen3-VLFace Matcher=ArcFace, FMR Threshold=@ 0.1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0594.63
LLM-Demorph+ LLaVA-1.6Face Matcher=AdaFace, FMR Threshold=@ 0.1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0590.73
LLM-Demorph+ LLaVA-1.6Face Matcher=ArcFace, FMR Threshold=@ 0.1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0587.71
diffDeMorphFace Matcher=AdaFace, FMR Threshold=@ >10% FMR2026.0566.13
IPDFace Matcher=ArcFace, FMR Threshold=@ >10% FMR2026.0538.12
SDeMorphFace Matcher=ArcFace, FMR Threshold=@ >10% FMR2026.0511.67
IPDFace Matcher=AdaFace, FMR Threshold=@ >10% FMR2026.053.88
Face DemorphingFace Matcher=ArcFace, FMR Threshold=@ >10% FMR2026.050.62
Face DemorphingFace Matcher=AdaFace, FMR Threshold=@ >10% FMR2026.050.29
SDeMorphFace Matcher=AdaFace, FMR Threshold=@ >10% FMR2026.050