Image Demorphing on FMorph
100Restoration AccuracyLLM-Demorph+ Qwen3-VL
Evaluation Results
| Method | Links | |
|---|---|---|
| LLM-Demorph+ Qwen3-VLFace Matcher=AdaFace, FMR Threshold=@ 10% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 100 | |
| lc-GANFace Matcher=ArcFace, FMR Threshold=@ 10% FMR2026.05 | 100 | |
| diffDeMorphFace Matcher=ArcFace, FMR Threshold=@ >10% FMR2026.05 | 100 | |
| LLM-Demorph+ Qwen3-VLFace Matcher=ArcFace, FMR Threshold=@ 10% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 99.93 | |
| LLM-Demorph+ LLaVA-1.6Face Matcher=ArcFace, FMR Threshold=@ 10% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 99.87 | |
| LLM-Demorph+ LLaVA-1.6Face Matcher=AdaFace, FMR Threshold=@ 10% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 99.82 | |
| LLM-Demorph+ Qwen3-VLFace Matcher=AdaFace, FMR Threshold=@ 1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 99.73 | |
| lc-GANFace Matcher=AdaFace, FMR Threshold=@ 10% FMR2026.05 | 99.71 | |
| LLM-Demorph+ LLaVA-1.6Face Matcher=AdaFace, FMR Threshold=@ 1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 99.31 | |
| LLM-Demorph+ Qwen3-VLFace Matcher=ArcFace, FMR Threshold=@ 1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 99.14 | |
| lc-GANFace Matcher=ArcFace, FMR Threshold=@ 1% FMR2026.05 | 99.03 | |
| lc-GANFace Matcher=AdaFace, FMR Threshold=@ 1% FMR2026.05 | 98.57 | |
| LLM-Demorph+ LLaVA-1.6Face Matcher=ArcFace, FMR Threshold=@ 1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 98.56 | |
| LLM-Demorph+ Qwen3-VLFace Matcher=AdaFace, FMR Threshold=@ 0.1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 98.14 | |
| LLM-Demorph+ Qwen3-VLFace Matcher=ArcFace, FMR Threshold=@ 0.1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 96.55 | |
| lc-GANFace Matcher=ArcFace, FMR Threshold=@ 0.1% FMR2026.05 | 95.16 | |
| LLM-Demorph+ LLaVA-1.6Face Matcher=AdaFace, FMR Threshold=@ 0.1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 94.37 | |
| lc-GANFace Matcher=AdaFace, FMR Threshold=@ 0.1% FMR2026.05 | 93.41 | |
| LLM-Demorph+ LLaVA-1.6Face Matcher=ArcFace, FMR Threshold=@ 0.1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 92.54 | |
| diffDeMorphFace Matcher=AdaFace, FMR Threshold=@ >10% FMR2026.05 | 59.79 | |
| IPDFace Matcher=ArcFace, FMR Threshold=@ >10% FMR2026.05 | 37.82 | |
| SDeMorphFace Matcher=ArcFace, FMR Threshold=@ >10% FMR2026.05 | 13.18 | |
| IPDFace Matcher=AdaFace, FMR Threshold=@ >10% FMR2026.05 | 1.43 | |
| Face DemorphingFace Matcher=ArcFace, FMR Threshold=@ >10% FMR2026.05 | 0.51 | |
| Face DemorphingFace Matcher=AdaFace, FMR Threshold=@ >10% FMR2026.05 | 0.17 | |
| SDeMorphFace Matcher=AdaFace, FMR Threshold=@ >10% FMR2026.05 | 0 |