Image Editing on EdiVal-Agent 1.0 (Round 5)
0.61DINO Clear Object Score (Photograph)Seedream+LFA
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Seedream+LFAModel Access Protocol=Black-Box2026.05 | 0.61 | 73 | 0.56 | 72.6 | 0.6 | 74.7 | 0.59 | 75.9 | |
| SeedreamModel Access Protocol=Black-Box2026.05 | 0.5 | 72.1 | 0.52 | 74.3 | 0.48 | 76.6 | 0.53 | 74.5 | |
| Qwen+LFAModel Access Protocol=Black-Box2026.05 | 0.49 | 66.7 | 0.55 | 62.1 | 0.51 | 68.3 | 0.54 | 65.6 | |
| FLUX.2Model Access Protocol=White-Box2026.05 | 0.46 | 78.1 | 0.44 | 74.2 | 0.6 | 75.1 | 0.47 | 72.5 | |
| FLUX.2+LFAModel Access Protocol=White-Box2026.05 | 0.46 | 78.4 | 0.48 | 75.6 | 0.62 | 75.8 | 0.48 | 73.2 | |
| SD3-UE+LFAModel Access Protocol=White-Box2026.05 | 0.44 | 64 | 0.36 | 60.8 | 0.34 | 58.1 | 0.29 | 56.8 | |
| QwenModel Access Protocol=Black-Box2026.05 | 0.43 | 63.2 | 0.51 | 61.1 | 0.46 | 64.9 | 0.52 | 62.7 | |
| SD3-UEModel Access Protocol=White-Box2026.05 | 0.22 | 63.6 | 0.2 | 59 | 0.19 | 56.6 | 0.18 | 47.3 |