Image Editing on GIDE-Bench (MSE, PSNR, SSIM, EditGPT/EditGemini Scores)
687.79MSENano-Banana-1
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Nano-Banana-1Model Category=End-to-End Image Editing Models, Instruction Input Format=Joint, Instruction Source=Raw2026.03 | 687.79 | 23.83 | 83.38 | 4.48 | 4.23 | 4.56 | 4.35 | |
| LongCatModel Category=End-to-End Image Editing Models, Instruction Input Format=Joint, Instruction Source=Raw2026.03 | 1,166.27 | 20.26 | 72.66 | 4.51 | 4.33 | 4.52 | 4.18 | |
| Lumina-DiMOOModel Category=End-to-End Image Editing Models, Instruction Input Format=Joint, Instruction Source=Raw2026.03 | 1,208.22 | 19.8 | 64.61 | 3.1 | 2.92 | 3.1 | 2.34 | |
| GIDE+Lumina-DiMOOModel Category=Training-free Editing Methods, Instruction Input Format=Step-by-step, Instruction Source=GPT-4o Descriptions, Base Model=Lumina-DiMOO2026.03 | 1,224.89 | 20.4 | 70.83 | 4.47 | 3.98 | 4.26 | 3.78 | |
| OneDiffusionModel Category=End-to-End Image Editing Models, Instruction Input Format=Joint, Instruction Source=Raw2026.03 | 1,247.74 | 20.61 | 68.31 | 1.81 | 1.79 | 1.94 | 1.81 | |
| Edit-R1Model Category=End-to-End Image Editing Models, Instruction Input Format=Joint, Instruction Source=Raw2026.03 | 1,557.25 | 18.81 | 70.83 | 4.64 | 4.46 | 4.55 | 4.19 | |
| Qwen-ImageModel Category=End-to-End Image Editing Models, Instruction Input Format=Joint, Instruction Source=Raw2026.03 | 1,758.97 | 21.2 | 79.02 | 4.38 | 4.15 | 4.33 | 3.98 | |
| OmniGen2Model Category=End-to-End Image Editing Models, Instruction Input Format=Joint, Instruction Source=Raw2026.03 | 1,927.87 | 19.88 | 73.68 | 3.65 | 3.36 | 3.67 | 3.13 | |
| DirectInversion+PnPModel Category=Training-free Editing Methods, Instruction Input Format=Step-by-step, Instruction Source=GPT-4o Descriptions, Base Model=PnP2026.03 | 2,126.71 | 16.33 | 64.04 | 2.19 | 2.15 | 2.15 | 1.93 | |
| FLUX.1-KontextModel Category=End-to-End Image Editing Models, Instruction Input Format=Joint, Instruction Source=Raw2026.03 | 2,321.48 | 16.91 | 59 | 3.94 | 3.61 | 3.94 | 3.35 | |
| MagicBrushModel Category=End-to-End Image Editing Models, Instruction Input Format=Joint, Instruction Source=Raw2026.03 | 2,410.44 | 19.36 | 72.1 | 2.13 | 2.04 | 2.08 | 1.74 | |
| InstructPix2PixModel Category=End-to-End Image Editing Models, Instruction Input Format=Joint, Instruction Source=Raw2026.03 | 2,540.06 | 17.71 | 71.08 | 1.89 | 1.86 | 1.87 | 1.68 | |
| DirectInversion+P2PModel Category=Training-free Editing Methods, Instruction Input Format=Step-by-step, Instruction Source=GPT-4o Descriptions, Base Model=P2P2026.03 | 3,008.64 | 14.54 | 58.48 | 2.04 | 2 | 2.07 | 1.75 | |
| GIDE+MMaDAModel Category=Training-free Editing Methods, Instruction Input Format=Step-by-step, Instruction Source=GPT-4o Descriptions, Base Model=MMaDA2026.03 | 3,891.24 | 14 | 55.22 | 2.96 | 2.8 | 2.74 | 2.54 | |
| GPT-Image-1Model Category=End-to-End Image Editing Models, Instruction Input Format=Joint, Instruction Source=Raw2026.03 | 5,080.22 | 12.31 | 47.14 | 4.71 | 4.66 | 4.6 | 4.46 | |
| DICE+Lumina-DiMOOModel Category=Training-free Editing Methods, Instruction Input Format=Step-by-step, Instruction Source=GPT-4o Descriptions, Base Model=Lumina-DiMOO2026.03 | 8,323.89 | 9.38 | 38.66 | 2.81 | 2.71 | 2.94 | 2.45 |