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Image Editing on GIDE-Bench (MSE, PSNR, SSIM, EditGPT/EditGemini Scores)

687.79MSENano-Banana-1
382.3462,444.0934,505.846,567.587Mar 22, 2026

Evaluation results

MethodLinks
Nano-Banana-1Model Category=End-to-End Image Editing Models, Instruction Input Format=Joint, Instruction Source=Raw2026.03687.7923.8383.384.484.234.564.35
LongCatModel Category=End-to-End Image Editing Models, Instruction Input Format=Joint, Instruction Source=Raw2026.031,166.2720.2672.664.514.334.524.18
Lumina-DiMOOModel Category=End-to-End Image Editing Models, Instruction Input Format=Joint, Instruction Source=Raw2026.031,208.2219.864.613.12.923.12.34
GIDE+Lumina-DiMOOModel Category=Training-free Editing Methods, Instruction Input Format=Step-by-step, Instruction Source=GPT-4o Descriptions, Base Model=Lumina-DiMOO2026.031,224.8920.470.834.473.984.263.78
OneDiffusionModel Category=End-to-End Image Editing Models, Instruction Input Format=Joint, Instruction Source=Raw2026.031,247.7420.6168.311.811.791.941.81
Edit-R1Model Category=End-to-End Image Editing Models, Instruction Input Format=Joint, Instruction Source=Raw2026.031,557.2518.8170.834.644.464.554.19
Qwen-ImageModel Category=End-to-End Image Editing Models, Instruction Input Format=Joint, Instruction Source=Raw2026.031,758.9721.279.024.384.154.333.98
OmniGen2Model Category=End-to-End Image Editing Models, Instruction Input Format=Joint, Instruction Source=Raw2026.031,927.8719.8873.683.653.363.673.13
DirectInversion+PnPModel Category=Training-free Editing Methods, Instruction Input Format=Step-by-step, Instruction Source=GPT-4o Descriptions, Base Model=PnP2026.032,126.7116.3364.042.192.152.151.93
FLUX.1-KontextModel Category=End-to-End Image Editing Models, Instruction Input Format=Joint, Instruction Source=Raw2026.032,321.4816.91593.943.613.943.35
MagicBrushModel Category=End-to-End Image Editing Models, Instruction Input Format=Joint, Instruction Source=Raw2026.032,410.4419.3672.12.132.042.081.74
InstructPix2PixModel Category=End-to-End Image Editing Models, Instruction Input Format=Joint, Instruction Source=Raw2026.032,540.0617.7171.081.891.861.871.68
DirectInversion+P2PModel Category=Training-free Editing Methods, Instruction Input Format=Step-by-step, Instruction Source=GPT-4o Descriptions, Base Model=P2P2026.033,008.6414.5458.482.0422.071.75
GIDE+MMaDAModel Category=Training-free Editing Methods, Instruction Input Format=Step-by-step, Instruction Source=GPT-4o Descriptions, Base Model=MMaDA2026.033,891.241455.222.962.82.742.54
GPT-Image-1Model Category=End-to-End Image Editing Models, Instruction Input Format=Joint, Instruction Source=Raw2026.035,080.2212.3147.144.714.664.64.46
DICE+Lumina-DiMOOModel Category=Training-free Editing Methods, Instruction Input Format=Step-by-step, Instruction Source=GPT-4o Descriptions, Base Model=Lumina-DiMOO2026.038,323.899.3838.662.812.712.942.45