| Paper | Code | Cosine Similarity | FID | LPIPS | ModelName | ReleaseDate |
|---|---|---|---|---|---|---|
| Arc2Face: A Foundation Model for ID-Consistent Human Faces | ✓ Link | 0.796 | 6.628 | 0.508 | Arc2Face | 2024-03-18 |
| InstantID: Zero-shot Identity-Preserving Generation in Seconds | ✓ Link | 0.713 | 18.598 | 0.437 | InstantID | 2024-01-15 |
| IP-Adapter: Text Compatible Image Prompt Adapter for Text-to-Image Diffusion Models | ✓ Link | 0.600 | 11.817 | 0.384 | IP-Adapter-FaceID-Plus | 2023-08-13 |
| IP-Adapter: Text Compatible Image Prompt Adapter for Text-to-Image Diffusion Models | ✓ Link | 0.572 | 10.798 | 0.429 | IP-Adapter-FaceID-PlusV2 | 2023-08-13 |
| IP-Adapter: Text Compatible Image Prompt Adapter for Text-to-Image Diffusion Models | ✓ Link | 0.535 | 24.105 | 0.462 | IP-Adapter-FaceID (SDXL) | 2023-08-13 |
| PhotoMaker: Customizing Realistic Human Photos via Stacked ID Embedding | ✓ Link | 0.287 | 8.410 | 0.424 | PhotoMaker | 2023-12-07 |
| FastComposer: Tuning-Free Multi-Subject Image Generation with Localized Attention | ✓ Link | 0.256 | 31.736 | 0.487 | FastComposer | 2023-05-17 |