Text-guided image editing on PIE-Bench
29.78CLIP Similarity (Whole)RewardFlow
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| RewardFlowBackbone=Qwen-Image-20B2026.06 | 29.78 | — | 32.09 | 38.47 | 23.57 | 90.21 | 27.57 | |
| SelFix2026.06 | 27.29 | 0.0457 | 19.79 | 0.1767 | — | 77.48 | 23.87 | |
| FireFlow2026.06 | 27.25 | 0.0629 | 18.33 | 0.2218 | — | 73.05 | 23.98 | |
| ReFlow2026.06 | 27.16 | 0.0657 | 18.38 | 0.2329 | — | 72.04 | 23.85 | |
| BitResEditBackbone=Infinity-2B2026.06 | 27.13 | — | 26.67 | 43.21 | 31.61 | 91.71 | 24.54 | |
| FlowChefBackbone=FLUX2026.06 | 27.05 | — | 29.03 | 43.11 | 36.67 | 87.44 | 23.09 | |
| ReNoise2026.06 | 27.04 | 0.053 | 18.64 | 0.1943 | — | 74.49 | 23.71 | |
| AIDI2026.06 | 26.96 | 0.0505 | 18.9 | 0.1943 | — | 75.81 | 23.64 | |
| VAGSBackbone=SD3.5-L2026.06 | 26.92 | — | 26.38 | 70.38 | 34.86 | 87.68 | 23.08 | |
| RF-Solver2026.06 | 26.85 | 0.0525 | 19.65 | 0.1992 | — | 75.27 | 23.64 | |
| VAREdit-8BBackbone=Infinity-8B2026.06 | 26.6 | — | — | — | — | — | 23.3 | |
| FlowEditBackbone=FLUX2026.06 | 26.43 | — | 28.33 | 43.57 | 37.48 | 86.23 | 23.03 | |
| EditInfinityBackbone=Infinity-2B2026.06 | 26.41 | — | 27.95 | 33.08 | 24.27 | 92.12 | 23.47 | |
| MLNBackbone=SWITTI-2.5B2026.06 | 26.15 | — | 29.7 | 36.5 | 23.3 | 86.8 | 22.72 | |
| FPI2026.06 | 26.09 | 0.057 | 18.51 | 0.183 | — | 74.82 | 22.95 | |
| NTI+P2PSteps=42026.05 | 25.97 | 65.46 | 17.79 | 180.01 | 236.21 | 70.77 | 22.57 | |
| AREditBackbone=Infinity-2B2026.06 | 25.42 | — | 24.19 | 87 | — | 83.7 | 22.77 | |
| PnP-InvBackbone=SD1.42026.06 | 25.41 | — | 22.46 | 106.06 | 80.45 | 79.68 | 22.62 | |
| TurboEditSteps=22026.05 | 25.29 | 99.51 | 16.81 | 266.73 | 264.3 | 59.3 | 22.11 | |
| RF-EditBackbone=FLUX2026.06 | 25.22 | — | 23.22 | 131.18 | 75 | 81.44 | 22.4 | |
| SwifteditSteps=12026.05 | 25.16 | 15.76 | 23.33 | 77 | 55 | 82.14 | 21.25 | |
| P2PBackbone=SD1.42026.06 | 25.01 | — | 17.87 | 208.8 | 219.88 | 71.14 | 22.44 | |
| NTIBackbone=SD1.42026.06 | 24.75 | — | 27.03 | 60.67 | 35.86 | 84.11 | 21.86 | |
| StableFlowBackbone=FLUX2026.06 | 24.65 | — | 21.64 | 92.28 | 115.21 | 84.94 | 21.7 | |
| NPBackbone=SD1.42026.06 | 24.61 | — | 26.21 | 69.01 | 39.73 | 83.4 | 21.87 | |
| TFinvSteps=12026.05 | 24.26 | 19.22 | 24.15 | 79.18 | 56.63 | 82.6 | 21.34 | |
| NTI+P2PSteps=22026.05 | 24.25 | 41.14 | 20.29 | 144.22 | 134.1 | 73.98 | 20.96 | |
| TurboEditSteps=42026.05 | 24.03 | 79.87 | 16.8 | 227.65 | 271.3 | 64.45 | 21.07 | |
| MasaCtrlBackbone=SD1.42026.06 | 23.96 | — | 22.17 | 106.62 | 86.97 | 79.67 | 21.16 | |
| P2P-ZeroBackbone=SD1.42026.06 | 22.8 | — | 20.44 | 172.22 | 144.12 | 74.67 | 20.54 | |
| FlowAlignSteps=42026.05 | 22.73 | 76.22 | 17.54 | 171.24 | 253.44 | 79.08 | 20.05 | |
| FlowAlignSteps=22026.05 | 21.61 | 72.6 | 17.58 | 185.29 | 263.53 | 79.02 | 19.64 | |
| FlowAlignSteps=12026.05 | 21.56 | 74.08 | 17.51 | 267.75 | 787.48 | 38.24 | 19.55 | |
| DDPM-Inv+P2PSteps=42026.05 | 21.51 | 177.51 | 8.92 | 501.01 | 1,521.06 | 45.34 | 18.5 | |
| TurboEditSteps=12026.05 | 20.76 | 233.07 | 12.44 | 469.09 | 649.82 | 38.24 | 18.82 | |
| DDPM-Inv+P2PSteps=22026.05 | 19.62 | 184.58 | 9.98 | 536.54 | 1,193.75 | 39.32 | 17.78 | |
| DDPM-Inv+P2PSteps=12026.05 | 18.39 | 181.14 | 10.44 | 531.64 | 1,066.27 | 37.99 | 17.36 | |
| ReNoiseSteps=12026.05 | 15.64 | 263.08 | 9.39 | 559.44 | 1,379.86 | 38.71 | 16.49 | |
| ReNoiseSteps=42026.05 | 15.64 | 274.49 | 9.19 | 581.38 | 1,440.29 | 35.9 | 16.41 | |
| ReNoiseSteps=22026.05 | 15.6 | 267.08 | 9.59 | 571.63 | 1,317.77 | 36.91 | 16.44 |