Image Demorphing on MorDiff
100Restoration Accuracylc-GAN
Evaluation Results
| Method | Links | |
|---|---|---|
| lc-GANFace Matcher=ArcFace, FMR Threshold=@ 10% FMR2026.05 | 100 | |
| lc-GANFace Matcher=ArcFace, FMR Threshold=@ 1% FMR2026.05 | 100 | |
| lc-GANFace Matcher=AdaFace, FMR Threshold=@ 10% FMR2026.05 | 100 | |
| lc-GANFace Matcher=AdaFace, FMR Threshold=@ 1% FMR2026.05 | 100 | |
| diffDeMorphFace Matcher=ArcFace, FMR Threshold=@ >10% FMR2026.05 | 100 | |
| LLM-Demorph+ Qwen3-VLFace Matcher=AdaFace, FMR Threshold=@ 10% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 99.79 | |
| LLM-Demorph+ LLaVA-1.6Face Matcher=ArcFace, FMR Threshold=@ 10% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 99.76 | |
| LLM-Demorph+ LLaVA-1.6Face Matcher=AdaFace, FMR Threshold=@ 10% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 99.67 | |
| lc-GANFace Matcher=AdaFace, FMR Threshold=@ 0.1% FMR2026.05 | 98.83 | |
| lc-GANFace Matcher=ArcFace, FMR Threshold=@ 0.1% FMR2026.05 | 98.63 | |
| LLM-Demorph+ Qwen3-VLFace Matcher=ArcFace, FMR Threshold=@ 10% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 98.53 | |
| LLM-Demorph+ Qwen3-VLFace Matcher=ArcFace, FMR Threshold=@ 1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 98.53 | |
| LLM-Demorph+ Qwen3-VLFace Matcher=AdaFace, FMR Threshold=@ 1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 98.42 | |
| LLM-Demorph+ LLaVA-1.6Face Matcher=AdaFace, FMR Threshold=@ 1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 97.68 | |
| LLM-Demorph+ LLaVA-1.6Face Matcher=ArcFace, FMR Threshold=@ 1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 97.52 | |
| LLM-Demorph+ Qwen3-VLFace Matcher=AdaFace, FMR Threshold=@ 0.1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 95.37 | |
| LLM-Demorph+ Qwen3-VLFace Matcher=ArcFace, FMR Threshold=@ 0.1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 94.63 | |
| LLM-Demorph+ LLaVA-1.6Face Matcher=AdaFace, FMR Threshold=@ 0.1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 90.73 | |
| LLM-Demorph+ LLaVA-1.6Face Matcher=ArcFace, FMR Threshold=@ 0.1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 87.71 | |
| diffDeMorphFace Matcher=AdaFace, FMR Threshold=@ >10% FMR2026.05 | 66.13 | |
| IPDFace Matcher=ArcFace, FMR Threshold=@ >10% FMR2026.05 | 38.12 | |
| SDeMorphFace Matcher=ArcFace, FMR Threshold=@ >10% FMR2026.05 | 11.67 | |
| IPDFace Matcher=AdaFace, FMR Threshold=@ >10% FMR2026.05 | 3.88 | |
| Face DemorphingFace Matcher=ArcFace, FMR Threshold=@ >10% FMR2026.05 | 0.62 | |
| Face DemorphingFace Matcher=AdaFace, FMR Threshold=@ >10% FMR2026.05 | 0.29 | |
| SDeMorphFace Matcher=AdaFace, FMR Threshold=@ >10% FMR2026.05 | 0 |