Continual Image Editing on CIE-Bench Last
8.4274ERP ScoreACE-LoRA
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| ACE-LoRAReplay=false, Method Category=Regularization-based2026.05 | 8.4274 | 7.9466 | 8.1885 | 9.5738 | 9.6449 | 9.4298 | 8.8685 | |
| HiDe-LLaVAReplay=false, Method Category=Architecture-based2026.05 | 8.4194 | 4.6947 | 5.7787 | 8.3443 | 2.2826 | 7.5175 | 6.1729 | |
| O-LoRAReplay=false, Method Category=Regularization-based2026.05 | 8.371 | 6.2901 | 6.2705 | 7.5082 | 9.0797 | 8.7018 | 7.7035 | |
| KeepLoRAReplay=false, Method Category=Regularization-based2026.05 | 8.1048 | 4.3511 | 6.4344 | 7.7377 | 8.8116 | 8.1842 | 7.2707 | |
| TIESReplay=false, Method Category=LoRA Merging2026.05 | 8.0887 | 5.542 | 4.541 | 7.2705 | 6.0507 | 8.0263 | 6.5865 | |
| DAREReplay=false, Method Category=LoRA Merging2026.05 | 8.0403 | 5.2538 | 4.0902 | 7.123 | 6.1232 | 8.1053 | 6.456 | |
| RegLoRAReplay=false, Method Category=Regularization-based2026.05 | 8.0323 | 6.5725 | 7.3852 | 7.4262 | 9.0725 | 8.7632 | 7.8753 | |
| CL-MoEReplay=false, Method Category=Architecture-based2026.05 | 8.0081 | 6.1374 | 4.6148 | 8.0984 | 9.2899 | 8.7456 | 7.4823 | |
| Data RehearsalReplay=true2026.05 | 7.9435 | 8.7405 | 7.5492 | 8.918 | 9.2826 | 9.4825 | 8.6527 | |
| MoELoRAReplay=false, Method Category=Architecture-based2026.05 | 7.7258 | 5.1374 | 4.3361 | 7.8279 | 9.1014 | 9.5526 | 7.2802 | |
| SMoLoRAReplay=false, Method Category=Architecture-based2026.05 | 7.7177 | 6.8702 | 6.6885 | 7.918 | 8.029 | 9.1316 | 7.7258 | |
| Sequential FTReplay=none2026.05 | 7.3548 | 5.8091 | 4.5901 | 8.3442 | 9.2826 | 9.2807 | 7.4436 |