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ResearchFormerly WizWand

Image Demorphing on FMorph

100Restoration AccuracyLLM-Demorph+ Qwen3-VL
-4235077May 25, 2026
Updated 5mo ago

Evaluation results

MethodLinks
LLM-Demorph+ Qwen3-VLFace Matcher=AdaFace, FMR Threshold=@ 10% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05100
lc-GANFace Matcher=ArcFace, FMR Threshold=@ 10% FMR2026.05100
diffDeMorphFace Matcher=ArcFace, FMR Threshold=@ >10% FMR2026.05100
LLM-Demorph+ Qwen3-VLFace Matcher=ArcFace, FMR Threshold=@ 10% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0599.93
LLM-Demorph+ LLaVA-1.6Face Matcher=ArcFace, FMR Threshold=@ 10% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0599.87
LLM-Demorph+ LLaVA-1.6Face Matcher=AdaFace, FMR Threshold=@ 10% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0599.82
LLM-Demorph+ Qwen3-VLFace Matcher=AdaFace, FMR Threshold=@ 1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0599.73
lc-GANFace Matcher=AdaFace, FMR Threshold=@ 10% FMR2026.0599.71
LLM-Demorph+ LLaVA-1.6Face Matcher=AdaFace, FMR Threshold=@ 1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0599.31
LLM-Demorph+ Qwen3-VLFace Matcher=ArcFace, FMR Threshold=@ 1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0599.14
lc-GANFace Matcher=ArcFace, FMR Threshold=@ 1% FMR2026.0599.03
lc-GANFace Matcher=AdaFace, FMR Threshold=@ 1% FMR2026.0598.57
LLM-Demorph+ LLaVA-1.6Face Matcher=ArcFace, FMR Threshold=@ 1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0598.56
LLM-Demorph+ Qwen3-VLFace Matcher=AdaFace, FMR Threshold=@ 0.1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0598.14
LLM-Demorph+ Qwen3-VLFace Matcher=ArcFace, FMR Threshold=@ 0.1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0596.55
lc-GANFace Matcher=ArcFace, FMR Threshold=@ 0.1% FMR2026.0595.16
LLM-Demorph+ LLaVA-1.6Face Matcher=AdaFace, FMR Threshold=@ 0.1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0594.37
lc-GANFace Matcher=AdaFace, FMR Threshold=@ 0.1% FMR2026.0593.41
LLM-Demorph+ LLaVA-1.6Face Matcher=ArcFace, FMR Threshold=@ 0.1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0592.54
diffDeMorphFace Matcher=AdaFace, FMR Threshold=@ >10% FMR2026.0559.79
IPDFace Matcher=ArcFace, FMR Threshold=@ >10% FMR2026.0537.82
SDeMorphFace Matcher=ArcFace, FMR Threshold=@ >10% FMR2026.0513.18
IPDFace Matcher=AdaFace, FMR Threshold=@ >10% FMR2026.051.43
Face DemorphingFace Matcher=ArcFace, FMR Threshold=@ >10% FMR2026.050.51
Face DemorphingFace Matcher=AdaFace, FMR Threshold=@ >10% FMR2026.050.17
SDeMorphFace Matcher=AdaFace, FMR Threshold=@ >10% FMR2026.050