Continual Image Editing on CIE-Bench Avg
8.9677ERP ScoreMTFT
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| MTFTReplay=none2026.05 | 8.9677 | 9.0076 | 9.0656 | 9.7951 | 9.8768 | 9.9035 | 9.4361 | |
| ACE-LoRAReplay=false, Method Category=Regularization-based2026.05 | 8.6344 | 7.9585 | 8.1472 | 9.0635 | 9.9501 | 9.4298 | 8.8639 | |
| KeepLoRAReplay=false, Method Category=Regularization-based2026.05 | 8.3749 | 6.1147 | 7.4302 | 7.4588 | 8.5423 | 8.1842 | 7.6842 | |
| Data RehearsalReplay=true2026.05 | 8.2873 | 8.0657 | 7.4854 | 8.3029 | 9.2933 | 9.4825 | 8.4862 | |
| DAREReplay=false, Method Category=LoRA Merging2026.05 | 8.1475 | 5.7232 | 4.7378 | 7.2525 | 6.0285 | 8.1053 | 6.6658 | |
| RegLoRAReplay=false, Method Category=Regularization-based2026.05 | 8.1298 | 6.9167 | 7.5932 | 7.8457 | 9.0191 | 8.7632 | 8.0446 | |
| O-LoRAReplay=false, Method Category=Regularization-based2026.05 | 8.1142 | 6.7604 | 6.1898 | 7.7523 | 8.8202 | 8.7018 | 7.7231 | |
| SMoLoRAReplay=false, Method Category=Architecture-based2026.05 | 8.0889 | 7.2518 | 6.7972 | 8.1194 | 7.8651 | 9.1316 | 7.8757 | |
| TIESReplay=false, Method Category=LoRA Merging2026.05 | 8.0804 | 5.4322 | 5.9881 | 7.3099 | 6.0261 | 8.0263 | 6.8105 | |
| HiDe-LLaVAReplay=false, Method Category=Architecture-based2026.05 | 8.0622 | 4.4349 | 6.5079 | 9.1664 | 2.2547 | 7.5175 | 6.3239 | |
| CL-MoEReplay=false, Method Category=Architecture-based2026.05 | 7.7829 | 7.433 | 6.1226 | 8.5043 | 8.7794 | 8.7456 | 7.8946 | |
| Sequential FTReplay=none2026.05 | 7.4556 | 6.5947 | 7.8836 | 8.4722 | 9.3365 | 9.2807 | 8.1705 | |
| MoELoRAReplay=false, Method Category=Architecture-based2026.05 | 7.2554 | 6.2904 | 5.7618 | 9.2377 | 9.1826 | 9.5526 | 7.8801 | |
| Zero-shotReplay=none2026.05 | 7.0645 | 4.4656 | 2.959 | 5.8852 | 4.6014 | 7.114 | 5.3483 |