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ResearchFormerly WizWand

Image Demorphing on AMSL

99.98Restoration AccuracyLLM-Demorph+ Qwen3-VL
-3.999222.995449.9976.9846May 25, 2026
Updated 5mo ago

Evaluation results

MethodLinks
LLM-Demorph+ Qwen3-VLFace Matcher=ArcFace, FMR Threshold=@ 10% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0599.98
lc-GANFace Matcher=ArcFace, FMR Threshold=@ 10% FMR2026.0599.9
LLM-Demorph+ LLaVA-1.6Face Matcher=ArcFace, FMR Threshold=@ 10% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0599.83
LLM-Demorph+ Qwen3-VLFace Matcher=AdaFace, FMR Threshold=@ 10% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0599.74
LLM-Demorph+ LLaVA-1.6Face Matcher=AdaFace, FMR Threshold=@ 10% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0599.73
diffDeMorphFace Matcher=ArcFace, FMR Threshold=@ >10% FMR2026.0599.49
LLM-Demorph+ Qwen3-VLFace Matcher=ArcFace, FMR Threshold=@ 1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0599.35
lc-GANFace Matcher=ArcFace, FMR Threshold=@ 1% FMR2026.0599.09
LLM-Demorph+ Qwen3-VLFace Matcher=AdaFace, FMR Threshold=@ 1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0598.95
lc-GANFace Matcher=AdaFace, FMR Threshold=@ 10% FMR2026.0598.58
LLM-Demorph+ LLaVA-1.6Face Matcher=AdaFace, FMR Threshold=@ 1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0597.63
LLM-Demorph+ LLaVA-1.6Face Matcher=ArcFace, FMR Threshold=@ 1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0597.14
LLM-Demorph+ Qwen3-VLFace Matcher=AdaFace, FMR Threshold=@ 0.1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0596.41
LLM-Demorph+ Qwen3-VLFace Matcher=ArcFace, FMR Threshold=@ 0.1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0596.35
lc-GANFace Matcher=AdaFace, FMR Threshold=@ 1% FMR2026.0596.35
lc-GANFace Matcher=ArcFace, FMR Threshold=@ 0.1% FMR2026.0596.26
lc-GANFace Matcher=AdaFace, FMR Threshold=@ 0.1% FMR2026.0591.19
LLM-Demorph+ LLaVA-1.6Face Matcher=AdaFace, FMR Threshold=@ 0.1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0590.91
LLM-Demorph+ LLaVA-1.6Face Matcher=ArcFace, FMR Threshold=@ 0.1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0588.82
diffDeMorphFace Matcher=AdaFace, FMR Threshold=@ >10% FMR2026.0551.69
IPDFace Matcher=ArcFace, FMR Threshold=@ >10% FMR2026.0525.69
SDeMorphFace Matcher=ArcFace, FMR Threshold=@ >10% FMR2026.0512.56
Face DemorphingFace Matcher=ArcFace, FMR Threshold=@ >10% FMR2026.050.45
IPDFace Matcher=AdaFace, FMR Threshold=@ >10% FMR2026.050.18
Face DemorphingFace Matcher=AdaFace, FMR Threshold=@ >10% FMR2026.050.17
SDeMorphFace Matcher=AdaFace, FMR Threshold=@ >10% FMR2026.050