Text-to-Image Personalization on Concepts dataset
0.717CLIP-I ScoreContinual Alternating
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Continual AlternatingNumber of concepts=82026.05 | 0.717 | 0.287 | 0.504 | 0.515 | 0.475 | 0.51 | 0.27 | 9.529 | |
| SeqLoRA (Bilevel)Number of concepts=642026.05 | 0.715 | 0.28 | 0.494 | 0.439 | 0.439 | 0.515 | 0.271 | 8.898 | |
| SeqLoRA (Bilevel)Number of concepts=482026.05 | 0.714 | 0.279 | 0.488 | 0.445 | 0.446 | 0.512 | 0.271 | 8.828 | |
| SeqLoRA (Bilevel)Number of concepts=802026.05 | 0.711 | 0.279 | 0.487 | 0.435 | 0.434 | 0.508 | 0.271 | 8.772 | |
| SeqLoRA (Bilevel)Number of concepts=82026.05 | 0.71 | 0.287 | 0.502 | 0.509 | 0.475 | 0.513 | 0.271 | 9.539 | |
| SeqLoRA (Bilevel)Number of concepts=402026.05 | 0.707 | 0.278 | 0.478 | 0.437 | 0.44 | 0.501 | 0.271 | 9.136 | |
| Continual AlternatingNumber of concepts=1012026.05 | 0.706 | 0.278 | 0.485 | 0.429 | 0.424 | 0.504 | 0.271 | 9.032 | |
| SeqLoRA (Bilevel)Number of concepts=1012026.05 | 0.705 | 0.277 | 0.484 | 0.431 | 0.428 | 0.507 | 0.271 | 8.904 | |
| SeqLoRA (Bilevel)Number of concepts=162026.05 | 0.704 | 0.282 | 0.484 | 0.452 | 0.439 | 0.494 | 0.269 | 9.476 | |
| SeqLoRA (Bilevel)Number of concepts=242026.05 | 0.695 | 0.284 | 0.474 | 0.427 | 0.425 | 0.478 | 0.27 | 9.171 | |
| SeqLoRA (Bilevel)Number of concepts=322026.05 | 0.693 | 0.286 | 0.468 | 0.418 | 0.418 | 0.477 | 0.27 | 9.043 | |
| Mix-of-ShowNumber of concepts=82026.05 | 0.677 | 0.278 | 0.44 | 0.439 | 0.411 | 0.447 | 0.272 | 8.847 | |
| LoRACLRNumber of concepts=82026.05 | 0.674 | 0.278 | 0.435 | 0.431 | 0.403 | 0.445 | 0.272 | 9.089 | |
| Orthogonal AdaptationNumber of concepts=82026.05 | 0.664 | 0.274 | 0.416 | 0.405 | 0.379 | 0.429 | 0.272 | 8.886 |