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ResearchFormerly WizWand

Image Demorphing on Wmorph

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

Evaluation results

MethodLinks
lc-GANFace Matcher=ArcFace, FMR Threshold=@ 10% FMR2026.05100
lc-GANFace Matcher=AdaFace, FMR Threshold=@ 10% FMR2026.05100
LLM-Demorph+ Qwen3-VLFace Matcher=AdaFace, FMR Threshold=@ 10% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0599.91
diffDeMorphFace Matcher=ArcFace, FMR Threshold=@ >10% FMR2026.0599.82
LLM-Demorph+ Qwen3-VLFace Matcher=ArcFace, FMR Threshold=@ 10% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0599.78
LLM-Demorph+ LLaVA-1.6Face Matcher=ArcFace, FMR Threshold=@ 10% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0599.72
LLM-Demorph+ LLaVA-1.6Face Matcher=AdaFace, FMR Threshold=@ 10% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0599.53
lc-GANFace Matcher=ArcFace, FMR Threshold=@ 1% FMR2026.0599.47
LLM-Demorph+ Qwen3-VLFace Matcher=AdaFace, FMR Threshold=@ 1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0599.27
LLM-Demorph+ Qwen3-VLFace Matcher=ArcFace, FMR Threshold=@ 1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0599.14
lc-GANFace Matcher=AdaFace, FMR Threshold=@ 1% FMR2026.0598.91
LLM-Demorph+ LLaVA-1.6Face Matcher=ArcFace, FMR Threshold=@ 1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0597.48
LLM-Demorph+ LLaVA-1.6Face Matcher=AdaFace, FMR Threshold=@ 1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0597.43
lc-GANFace Matcher=ArcFace, FMR Threshold=@ 0.1% FMR2026.0596.28
LLM-Demorph+ Qwen3-VLFace Matcher=AdaFace, FMR Threshold=@ 0.1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0596.25
LLM-Demorph+ Qwen3-VLFace Matcher=ArcFace, FMR Threshold=@ 0.1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0595.22
lc-GANFace Matcher=AdaFace, FMR Threshold=@ 0.1% FMR2026.0594.53
LLM-Demorph+ LLaVA-1.6Face Matcher=AdaFace, FMR Threshold=@ 0.1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0590.53
LLM-Demorph+ LLaVA-1.6Face Matcher=ArcFace, FMR Threshold=@ 0.1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0587.74
diffDeMorphFace Matcher=AdaFace, FMR Threshold=@ >10% FMR2026.0540.26
IPDFace Matcher=ArcFace, FMR Threshold=@ >10% FMR2026.0525.61
SDeMorphFace Matcher=ArcFace, FMR Threshold=@ >10% FMR2026.0512.8
Face DemorphingFace Matcher=ArcFace, FMR Threshold=@ >10% FMR2026.050.5
IPDFace Matcher=AdaFace, FMR Threshold=@ >10% FMR2026.050.31
Face DemorphingFace Matcher=AdaFace, FMR Threshold=@ >10% FMR2026.050.2
SDeMorphFace Matcher=AdaFace, FMR Threshold=@ >10% FMR2026.050