List your company
ResearchFormerly WizWand

Image Demorphing on OpenCV

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

Evaluation results

MethodLinks
LLM-Demorph+ Qwen3-VLFace Matcher=ArcFace, FMR Threshold=@ 10% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05100
LLM-Demorph+ Qwen3-VLFace Matcher=AdaFace, FMR Threshold=@ 10% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05100
diffDeMorphFace Matcher=ArcFace, FMR Threshold=@ >10% FMR2026.05100
LLM-Demorph+ Qwen3-VLFace Matcher=AdaFace, FMR Threshold=@ 1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0599.96
LLM-Demorph+ LLaVA-1.6Face Matcher=AdaFace, FMR Threshold=@ 10% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0599.91
LLM-Demorph+ Qwen3-VLFace Matcher=ArcFace, FMR Threshold=@ 1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0599.87
LLM-Demorph+ LLaVA-1.6Face Matcher=ArcFace, FMR Threshold=@ 10% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0599.84
lc-GANFace Matcher=ArcFace, FMR Threshold=@ 10% FMR2026.0599.83
lc-GANFace Matcher=AdaFace, FMR Threshold=@ 10% FMR2026.0599.53
lc-GANFace Matcher=ArcFace, FMR Threshold=@ 1% FMR2026.0599.3
LLM-Demorph+ LLaVA-1.6Face Matcher=AdaFace, FMR Threshold=@ 1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0599.24
LLM-Demorph+ LLaVA-1.6Face Matcher=ArcFace, FMR Threshold=@ 1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0599.23
LLM-Demorph+ Qwen3-VLFace Matcher=AdaFace, FMR Threshold=@ 0.1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0598.74
LLM-Demorph+ Qwen3-VLFace Matcher=ArcFace, FMR Threshold=@ 0.1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0598.65
lc-GANFace Matcher=AdaFace, FMR Threshold=@ 1% FMR2026.0598.58
LLM-Demorph+ LLaVA-1.6Face Matcher=AdaFace, FMR Threshold=@ 0.1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0596.82
lc-GANFace Matcher=ArcFace, FMR Threshold=@ 0.1% FMR2026.0595.83
LLM-Demorph+ LLaVA-1.6Face Matcher=ArcFace, FMR Threshold=@ 0.1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.0594.63
lc-GANFace Matcher=AdaFace, FMR Threshold=@ 0.1% FMR2026.0593.69
diffDeMorphFace Matcher=AdaFace, FMR Threshold=@ >10% FMR2026.0558.88
IPDFace Matcher=ArcFace, FMR Threshold=@ >10% FMR2026.0540.54
SDeMorphFace Matcher=ArcFace, FMR Threshold=@ >10% FMR2026.0515.62
IPDFace Matcher=AdaFace, FMR Threshold=@ >10% FMR2026.051.89
Face DemorphingFace Matcher=ArcFace, FMR Threshold=@ >10% FMR2026.050.53
Face DemorphingFace Matcher=AdaFace, FMR Threshold=@ >10% FMR2026.050.23
SDeMorphFace Matcher=AdaFace, FMR Threshold=@ >10% FMR2026.050