Image Demorphing on OpenCV
100Restoration AccuracyLLM-Demorph+ Qwen3-VL
Evaluation Results
| Method | Links | |
|---|---|---|
| LLM-Demorph+ Qwen3-VLFace Matcher=ArcFace, FMR Threshold=@ 10% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 100 | |
| LLM-Demorph+ Qwen3-VLFace Matcher=AdaFace, FMR Threshold=@ 10% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 100 | |
| diffDeMorphFace Matcher=ArcFace, FMR Threshold=@ >10% FMR2026.05 | 100 | |
| LLM-Demorph+ Qwen3-VLFace Matcher=AdaFace, FMR Threshold=@ 1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 99.96 | |
| LLM-Demorph+ LLaVA-1.6Face Matcher=AdaFace, FMR Threshold=@ 10% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 99.91 | |
| LLM-Demorph+ Qwen3-VLFace Matcher=ArcFace, FMR Threshold=@ 1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 99.87 | |
| LLM-Demorph+ LLaVA-1.6Face Matcher=ArcFace, FMR Threshold=@ 10% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 99.84 | |
| lc-GANFace Matcher=ArcFace, FMR Threshold=@ 10% FMR2026.05 | 99.83 | |
| lc-GANFace Matcher=AdaFace, FMR Threshold=@ 10% FMR2026.05 | 99.53 | |
| lc-GANFace Matcher=ArcFace, FMR Threshold=@ 1% FMR2026.05 | 99.3 | |
| LLM-Demorph+ LLaVA-1.6Face Matcher=AdaFace, FMR Threshold=@ 1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 99.24 | |
| LLM-Demorph+ LLaVA-1.6Face Matcher=ArcFace, FMR Threshold=@ 1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 99.23 | |
| LLM-Demorph+ Qwen3-VLFace Matcher=AdaFace, FMR Threshold=@ 0.1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 98.74 | |
| LLM-Demorph+ Qwen3-VLFace Matcher=ArcFace, FMR Threshold=@ 0.1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 98.65 | |
| lc-GANFace Matcher=AdaFace, FMR Threshold=@ 1% FMR2026.05 | 98.58 | |
| LLM-Demorph+ LLaVA-1.6Face Matcher=AdaFace, FMR Threshold=@ 0.1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 96.82 | |
| lc-GANFace Matcher=ArcFace, FMR Threshold=@ 0.1% FMR2026.05 | 95.83 | |
| LLM-Demorph+ LLaVA-1.6Face Matcher=ArcFace, FMR Threshold=@ 0.1% FMR, MLLM Guiding Signal=Middle-layer embeddings2026.05 | 94.63 | |
| lc-GANFace Matcher=AdaFace, FMR Threshold=@ 0.1% FMR2026.05 | 93.69 | |
| diffDeMorphFace Matcher=AdaFace, FMR Threshold=@ >10% FMR2026.05 | 58.88 | |
| IPDFace Matcher=ArcFace, FMR Threshold=@ >10% FMR2026.05 | 40.54 | |
| SDeMorphFace Matcher=ArcFace, FMR Threshold=@ >10% FMR2026.05 | 15.62 | |
| IPDFace Matcher=AdaFace, FMR Threshold=@ >10% FMR2026.05 | 1.89 | |
| Face DemorphingFace Matcher=ArcFace, FMR Threshold=@ >10% FMR2026.05 | 0.53 | |
| Face DemorphingFace Matcher=AdaFace, FMR Threshold=@ >10% FMR2026.05 | 0.23 | |
| SDeMorphFace Matcher=AdaFace, FMR Threshold=@ >10% FMR2026.05 | 0 |