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ResearchFormerly WizWand

Image Composition on DreamEditBench (220)

0.8183CLIP-IAnyDoor
0.695060.7270550.759050.791045Sep 25, 2025
Updated 8mo ago

Evaluation results

MethodLinks
AnyDoorTraining-Free=false, Base Model=SD, External Model=DINO2025.090.81830.72830.77140.37640.02510.88940.45113.39468.486719.0989
Ours-LoRATraining-Free=true, Base Model=FLUX, External Model=LoRA2025.090.81250.74520.790.35770.02710.88470.59063.61618.868821.9421
Ours-AdapterTraining-Free=true, Base Model=FLUX, External Model=Adapter2025.090.80860.74150.77020.3730.02360.89590.57093.62348.886122.0182
UniCombineTraining-Free=false, Base Model=FLUX, External Model=LoRA2025.090.80580.73320.75790.39840.0050.93970.45653.61088.841521.708
PBETraining-Free=false, Base Model=SD, External Model=None2025.090.77420.7040.58450.49850.01970.82870.20833.34828.378920.2137
DreamEditTraining-Free=true, Base Model=SD, External Model=LoRA, VIT2025.090.77030.71510.61470.50470.0140.97750.17443.17756.02515.7636
ObjectStitchTraining-Free=false, Base Model=SD, External Model=VIT2025.090.75670.6930.55250.50930.0190.83160.07913.24167.452919.1886
TF-ICONTraining-Free=true, Base Model=SD, External Model=None2025.090.74790.68650.51790.54410.05820.81110.08163.28237.264318.2716
DreamComTraining-Free=false, Base Model=SD, External Model=LoRA2025.090.74140.67490.55970.56260.020.82830.18733.50535.932419.9296
TALETraining-Free=true, Base Model=SD, External Model=None2025.090.73290.66040.50070.61760.03920.8251-0.15023.13496.377318.0784
Flux.1 FillTraining-Free=false, Base Model=FLUX, External Model=None2025.090.73280.67450.57540.52330.01660.90760.55773.59978.643221.5812
TIGICTraining-Free=true, Base Model=SD, External Model=None2025.090.72260.67180.47110.61080.05840.8153-0.13322.98735.267617.1
MADDTraining-Free=false, Base Model=SD, External Model=DINO2025.090.71180.62790.43330.5810.06040.8182-0.25452.70111.244313.8148
EEditTraining-Free=true, Base Model=FLUX, External Model=None2025.090.69980.6590.44380.6160.00390.94750.02163.36066.668919.5603