Instruction-based Image Editing on GroundEdit-Bench
86Color Change (EGA)Nano Banana Pro
Evaluation results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Nano Banana Pro2026.03 | 86 | 4.16 | 82 | 3.9 | 82 | 4 | 86 | 3.75 | 95 | 3.33 | 93 | 4.33 | 85 | 4.03 | 9.3 | |
| InterCoG (Ours)2026.03 | 84 | 4.08 | 88 | 3.84 | 89 | 3.9 | 90 | 3.75 | 99 | 4 | 92 | 4 | 88 | 3.97 | 9.2 | |
| GPT-Image-1.52026.03 | 80 | 4.14 | 86 | 3.77 | 85 | 3.8 | 84 | 3.5 | 92 | 3.67 | 86 | 4 | 83 | 3.95 | 8.9 | |
| Bagel-SFT2026.03 | 73 | 2.94 | 74 | 3.23 | 63 | 3.6 | 66 | 3 | 81 | 4 | 77 | 3.67 | 70 | 3.15 | 8.5 | |
| Bagel2026.03 | 65 | 2.68 | 62 | 2.67 | 52 | 2.4 | 25 | 2.5 | 77 | 2.33 | 64 | 3 | 62 | 2.65 | 6.7 | |
| GPT-Image-12026.03 | 64 | 2.72 | 71 | 2.84 | 51 | 3.25 | 39 | 2.75 | 80 | 3.67 | 62 | 3.67 | 64 | 2.87 | 8.2 | |
| Nano Banana2026.03 | 59 | 2.86 | 63 | 3.1 | 50 | 2.6 | 42 | 2.5 | 74 | 4 | 62 | 3.33 | 59 | 2.94 | 7.9 | |
| Bagel-think2026.03 | 56 | 2.4 | 58 | 2.5 | 40 | 2.3 | 25 | 1.75 | 67 | 3 | 43 | 3 | 54 | 2.43 | 6.3 | |
| Step1X-Edit2026.03 | 53 | 2.12 | 52 | 2.17 | 48 | 2.5 | 59 | 3.25 | 69 | 3.33 | 47 | 3 | 53 | 1.95 | 4.8 | |
| Qwen-Image-Edit2026.03 | 52 | 2.56 | 68 | 3.27 | 57 | 3.4 | 40 | 2.5 | 52 | 4 | 60 | 3.33 | 57 | 2.92 | 8.1 | |
| FLUX.2 [Pro]2026.03 | 51 | 2.54 | 59 | 2.53 | 44 | 2.7 | 63 | 3 | 22 | 3.33 | 33 | 3 | 52 | 2.61 | 7.3 | |
| GoT2026.03 | 48 | 2.48 | 53 | 2.37 | 46 | 3.3 | 29 | 2.75 | 81 | 3.33 | 57 | 2.33 | 50 | 2.57 | 5.6 | |
| FLUX.1 Kontext [Dev]2026.03 | 39 | 1.4 | 48 | 1.98 | 35 | 2.5 | 60 | 3 | 5 | 3.33 | 17 | 3.67 | 40 | 1.87 | 5 | |
| UniWorld-v12026.03 | 31 | 1.72 | 42 | 1.77 | 37 | 2.6 | 57 | 2.75 | 15 | 2 | 19 | 2 | 35 | 1.85 | 4.3 | |
| ICEdit2026.03 | 26 | 1.4 | 31 | 1.33 | 26 | 1.6 | 21 | 1.75 | 55 | 1.67 | 31 | 3 | 28 | 1.47 | 3 | |
| OmniGen22026.03 | 24 | 1.88 | 35 | 1.53 | 24 | 2.25 | 9 | 1.75 | 9 | 3.33 | 9 | 2.33 | 27 | 1.87 | 4.5 | |
| MagicBrush2026.03 | 21 | 1.2 | 13 | 1.43 | 15 | 1.4 | 10 | 1.75 | 11 | 1 | 29 | 2.33 | 17 | 1.34 | 1.9 | |
| AnyEdit2026.03 | 21 | 1.3 | 12 | 1.33 | 15 | 1.3 | 8 | 1 | 10 | 2 | 7 | 2 | 17 | 1.4 | 2.5 | |
| InstructPix2Pix2026.03 | 11 | 1.2 | 9 | 1.13 | 5 | 1 | 14 | 1.75 | 12 | 1 | 3 | 1 | 10 | 1.17 | 2.1 |