Image Editing on 1024 x 1024 resolution (Runtime)
5.36Runtime (4090, s)DDCM
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DDCMBackbone=LCM v7, Precision=FP16, Resolution=1024x10242026.02 | 5.36 | 6.47 | — | — | — | |
| IP2PBackbone=SD1.4, Precision=FP32, Resolution=1024x10242026.02 | 8.28 | 22.16 | — | — | — | |
| P2P*Backbone=SD1.4, Precision=FP32, Resolution=1024x10242026.02 | 17.59 | 24.41 | — | — | — | |
| FlowBypassBackbone=SD3.5 Medium, Precision=FP16, Resolution=1024x10242026.02 | 29.43 | 35.9 | — | — | — | |
| FireFlowBackbone=FLUX.1-dev, Precision=BF16, Resolution=1024x10242026.02 | 29.85 | 20.66 | — | — | — | |
| LEDITS++Backbone=SD 1.5, Precision=FP32, Resolution=1024x10242026.02 | 33.19 | 45.18 | — | — | — | |
| FlowBypassBackbone=SD3.5 Large, Precision=FP16, Resolution=1024x10242026.02 | 64.11 | 81.31 | — | — | — | |
| Omni-GenBackbone=Phi-3, Precision=FP32, Resolution=1024x10242026.02 | 81.59 | 101.84 | — | — | — | |
| FlowEditBackbone=FLUX.1-dev, Precision=BF16, Resolution=1024x10242026.02 | 101.08 | 43.95 | — | — | — | |
| RF-InversionBackbone=FLUX.1-dev, Precision=BF16, Resolution=1024x10242026.02 | 117.24 | 51.78 | — | — | — | |
| FluxSpace*Backbone=FLUX.1-dev, Precision=BF16, Resolution=1024x10242026.02 | 145.5 | 65.75 | — | — | — | |
| FlowBypassBackbone=FLUX.1-dev, Precision=BF16, Resolution=1024x10242026.02 | 172.24 | 192.23 | — | — | — | |
| RF-SolverBackbone=FLUX.1-dev, Precision=BF16, Resolution=1024x10242026.02 | 256.23 | 138.33 | — | — | — | |
| NTIBackbone=SD1.4, Precision=FP32, Resolution=1024x10242026.02 | 424.03 | 651.65 | — | — | — | |
| ContextDragFine-Tuning=false, Resolution=1024x10242025.12 | — | — | — | 84.75 | 84.75 | |
| DiffEditorVenue=CVPR'24, Fine-Tuning=false, Resolution=1024x10242025.12 | — | — | — | 37.45 | 37.45 | |
| DragDiff.Venue=CVPR'24, Fine-Tuning=true, Resolution=1024x10242025.12 | — | — | 245.31 | 141.51 | 386.82 | |
| DragLoRAVenue=ICML'25, Fine-Tuning=true, Resolution=1024x10242025.12 | — | — | 301.9 | 295.97 | 597.87 | |
| FastDragVenue=NIPS'24, Fine-Tuning=false, Resolution=1024x10242025.12 | — | — | — | 8.08 | 8.08 | |
| GoodDragVenue=ICLR'25, Fine-Tuning=true, Resolution=1024x10242025.12 | — | — | 650.54 | 31.29 | 681.83 | |
| Inpaint4DragVenue=ICCV'25, Fine-Tuning=false, Resolution=1024x10242025.12 | — | — | — | 0.4 | 0.4 | |
| SDE-DragVenue=ICLR'24, Fine-Tuning=true, Resolution=1024x10242025.12 | — | — | 866.54 | 52.33 | 918.87 |