Image Demorphing on Wmorph
100Restoration Accuracylc-GAN
Evaluation Results
| Method | Links | |
|---|---|---|
| lc-GANFace Matcher=ArcFace, FMR Threshold=@ 10% FMR2026.05 | 100 | |
| lc-GANFace Matcher=AdaFace, FMR Threshold=@ 10% FMR2026.05 | 100 | |
| LLM-Demorph+ Qwen3-VLFace Matcher=AdaFace, FMR Threshold=@ 10% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 99.91 | |
| diffDeMorphFace Matcher=ArcFace, FMR Threshold=@ >10% FMR2026.05 | 99.82 | |
| LLM-Demorph+ Qwen3-VLFace Matcher=ArcFace, FMR Threshold=@ 10% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 99.78 | |
| LLM-Demorph+ LLaVA-1.6Face Matcher=ArcFace, FMR Threshold=@ 10% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 99.72 | |
| LLM-Demorph+ LLaVA-1.6Face Matcher=AdaFace, FMR Threshold=@ 10% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 99.53 | |
| lc-GANFace Matcher=ArcFace, FMR Threshold=@ 1% FMR2026.05 | 99.47 | |
| LLM-Demorph+ Qwen3-VLFace Matcher=AdaFace, FMR Threshold=@ 1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 99.27 | |
| LLM-Demorph+ Qwen3-VLFace Matcher=ArcFace, FMR Threshold=@ 1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 99.14 | |
| lc-GANFace Matcher=AdaFace, FMR Threshold=@ 1% FMR2026.05 | 98.91 | |
| LLM-Demorph+ LLaVA-1.6Face Matcher=ArcFace, FMR Threshold=@ 1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 97.48 | |
| LLM-Demorph+ LLaVA-1.6Face Matcher=AdaFace, FMR Threshold=@ 1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 97.43 | |
| lc-GANFace Matcher=ArcFace, FMR Threshold=@ 0.1% FMR2026.05 | 96.28 | |
| LLM-Demorph+ Qwen3-VLFace Matcher=AdaFace, FMR Threshold=@ 0.1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 96.25 | |
| LLM-Demorph+ Qwen3-VLFace Matcher=ArcFace, FMR Threshold=@ 0.1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 95.22 | |
| lc-GANFace Matcher=AdaFace, FMR Threshold=@ 0.1% FMR2026.05 | 94.53 | |
| LLM-Demorph+ LLaVA-1.6Face Matcher=AdaFace, FMR Threshold=@ 0.1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 90.53 | |
| LLM-Demorph+ LLaVA-1.6Face Matcher=ArcFace, FMR Threshold=@ 0.1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 87.74 | |
| diffDeMorphFace Matcher=AdaFace, FMR Threshold=@ >10% FMR2026.05 | 40.26 | |
| IPDFace Matcher=ArcFace, FMR Threshold=@ >10% FMR2026.05 | 25.61 | |
| SDeMorphFace Matcher=ArcFace, FMR Threshold=@ >10% FMR2026.05 | 12.8 | |
| Face DemorphingFace Matcher=ArcFace, FMR Threshold=@ >10% FMR2026.05 | 0.5 | |
| IPDFace Matcher=AdaFace, FMR Threshold=@ >10% FMR2026.05 | 0.31 | |
| Face DemorphingFace Matcher=AdaFace, FMR Threshold=@ >10% FMR2026.05 | 0.2 | |
| SDeMorphFace Matcher=AdaFace, FMR Threshold=@ >10% FMR2026.05 | 0 |