Image Demorphing on StyleGAN
95.97Restoration AccuracydiffDeMorph
Evaluation Results
| Method | Links | |
|---|---|---|
| diffDeMorphFace Matcher=ArcFace, FMR Threshold=@ >10% FMR2026.05 | 95.97 | |
| LLM-Demorph+ Qwen3-VLFace Matcher=ArcFace, FMR Threshold=@ 10% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 67.23 | |
| diffDeMorphFace Matcher=AdaFace, FMR Threshold=@ >10% FMR2026.05 | 67 | |
| LLM-Demorph+ Qwen3-VLFace Matcher=AdaFace, FMR Threshold=@ 10% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 57.28 | |
| LLM-Demorph+ LLaVA-1.6Face Matcher=ArcFace, FMR Threshold=@ 10% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 56.24 | |
| lc-GANFace Matcher=AdaFace, FMR Threshold=@ 10% FMR2026.05 | 50.39 | |
| LLM-Demorph+ LLaVA-1.6Face Matcher=AdaFace, FMR Threshold=@ 10% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 46.74 | |
| lc-GANFace Matcher=ArcFace, FMR Threshold=@ 10% FMR2026.05 | 38.76 | |
| LLM-Demorph+ Qwen3-VLFace Matcher=ArcFace, FMR Threshold=@ 1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 32.77 | |
| LLM-Demorph+ LLaVA-1.6Face Matcher=ArcFace, FMR Threshold=@ 1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 23.97 | |
| LLM-Demorph+ Qwen3-VLFace Matcher=AdaFace, FMR Threshold=@ 1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 23.86 | |
| lc-GANFace Matcher=AdaFace, FMR Threshold=@ 1% FMR2026.05 | 20.75 | |
| LLM-Demorph+ LLaVA-1.6Face Matcher=AdaFace, FMR Threshold=@ 1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 17.04 | |
| IPDFace Matcher=ArcFace, FMR Threshold=@ >10% FMR2026.05 | 16.22 | |
| lc-GANFace Matcher=ArcFace, FMR Threshold=@ 1% FMR2026.05 | 12.57 | |
| LLM-Demorph+ Qwen3-VLFace Matcher=ArcFace, FMR Threshold=@ 0.1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 9.13 | |
| LLM-Demorph+ LLaVA-1.6Face Matcher=ArcFace, FMR Threshold=@ 0.1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 6.62 | |
| LLM-Demorph+ Qwen3-VLFace Matcher=AdaFace, FMR Threshold=@ 0.1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 5.34 | |
| lc-GANFace Matcher=AdaFace, FMR Threshold=@ 0.1% FMR2026.05 | 4.52 | |
| LLM-Demorph+ LLaVA-1.6Face Matcher=AdaFace, FMR Threshold=@ 0.1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 2.94 | |
| lc-GANFace Matcher=ArcFace, FMR Threshold=@ 0.1% FMR2026.05 | 2.12 | |
| Face DemorphingFace Matcher=ArcFace, FMR Threshold=@ >10% FMR2026.05 | 0.43 | |
| IPDFace Matcher=AdaFace, FMR Threshold=@ >10% FMR2026.05 | 0 | |
| SDeMorphFace Matcher=ArcFace, FMR Threshold=@ >10% FMR2026.05 | 0 | |
| SDeMorphFace Matcher=AdaFace, FMR Threshold=@ >10% FMR2026.05 | 0 | |
| Face DemorphingFace Matcher=AdaFace, FMR Threshold=@ >10% FMR2026.05 | 0 |