Metric: LPIPS (lower is better)
| # | Model↕ | LPIPS▲ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | IP-Adapter-FaceID-Plus | 0.384 | No | IP-Adapter: Text Compatible Image Prompt Adapter... | 2023-08-13 | Code |
| 2 | PhotoMaker | 0.424 | No | PhotoMaker: Customizing Realistic Human Photos v... | 2023-12-07 | Code |
| 3 | IP-Adapter-FaceID-PlusV2 | 0.429 | No | IP-Adapter: Text Compatible Image Prompt Adapter... | 2023-08-13 | Code |
| 4 | InstantID | 0.437 | No | InstantID: Zero-shot Identity-Preserving Generat... | 2024-01-15 | Code |
| 5 | IP-Adapter-FaceID (SDXL) | 0.462 | No | IP-Adapter: Text Compatible Image Prompt Adapter... | 2023-08-13 | Code |
| 6 | FastComposer | 0.487 | No | FastComposer: Tuning-Free Multi-Subject Image Ge... | 2023-05-17 | Code |
| 7 | Arc2Face | 0.508 | No | Arc2Face: A Foundation Model for ID-Consistent H... | 2024-03-18 | Code |