Image Editing on HarmonyBench
88.8Average OCAIMAGHarmony
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| IMAGHarmonyBase Model=SDXL2025.06 | 88.8 | 85.9 | 0.408 | 80.7 | 75.7 | 0.693 | 94.3 | 91.8 | 0.217 | 91.4 | 90.2 | 0.315 | |
| IMAGHarmonyBase Model=SD1.52025.06 | 88.3 | 85.5 | 0.401 | 79.6 | 75.6 | 0.686 | 94.1 | 91.4 | 0.204 | 91.2 | 89.4 | 0.312 | |
| Any-Edit2025.06 | 84.8 | 82.6 | 0.365 | 74.5 | 75.2 | 0.585 | 94 | 91.2 | 0.208 | 85.9 | 81.4 | 0.302 | |
| MagicBrush2025.06 | 84.1 | 78.8 | 0.252 | 70.3 | 69.2 | 0.437 | 91.3 | 90.5 | 0.104 | 90.8 | 76.7 | 0.216 | |
| IC-Edit2025.06 | 84.1 | 81.7 | 0.344 | 73.2 | 74.6 | 0.548 | 93.7 | 90.6 | 0.198 | 85.5 | 79.8 | 0.287 | |
| InstructPix2Pix2025.06 | 82.5 | 78.2 | 0.223 | 66.7 | 65.3 | 0.372 | 91.8 | 91.1 | 0.092 | 89.1 | 78.2 | 0.205 | |
| LoMOE2025.06 | 72.3 | 67.9 | 0.059 | 66.4 | 63.8 | -0.007 | 66.8 | 73.5 | 0.096 | 83.7 | 66.4 | 0.088 | |
| LEDITS++2025.06 | 70 | 66 | 0.046 | 48.4 | 45.4 | 0.498 | 83.5 | 88.4 | -0.187 | 77.9 | 63.9 | -0.174 | |
| LEDITS2025.06 | 65.6 | 59.7 | 0.025 | 45.2 | 43.1 | 0.463 | 77.2 | 71.9 | -0.135 | 74.4 | 64.1 | -0.253 | |
| Emu-32025.06 | 51.6 | 44 | 0.271 | 51.9 | 33.9 | 0.585 | 57.7 | 66.8 | -0.041 | 45.1 | 31.2 | 0.268 | |
| Show-o2025.06 | 48.9 | 50.7 | 0.158 | 35.5 | 31 | 0.485 | 80.5 | 77.5 | -0.134 | 30.6 | 43.6 | 0.124 | |
| SEED-X2025.06 | 41.3 | 26.3 | 0.344 | 43.1 | 15.3 | 0.601 | 41.5 | 37.4 | 0.206 | 39.2 | 26.3 | 0.224 |