Image-to-Image Translation on BCI
21.43PSNR (dB)HistDiT
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| HistDiTOperation space=latent2026.04 | 21.43 | 0.4769 | 891.53 | 0.54 | 0.412 | 49.15 | |
| Star-Diff (No Visual)Operation space=latent2026.04 | 21.3 | 0.5301 | — | — | — | — | |
| pyramid pix2pixconfiguration=pix2pix+S12022.04 | 21.16 | 0.477 | — | — | — | — | |
| Task-Specific Models2026.06 | 21.16 | — | — | — | — | — | |
| S1-Omni-Image2026.06 | 20.67 | — | — | — | — | — | |
| pix2pixHD2022.04 | 19.634 | 0.471 | — | — | — | — | |
| Pyramid Pix2PixOperation space=pixel2026.04 | 19.61 | 0.397 | 1,348.54 | 0.473 | 0.466 | 167.4 | |
| pix2pixgenerator=resnet2022.04 | 19.328 | 0.44 | — | — | — | — | |
| pix2pixgenerator=unet2022.04 | 18.654 | 0.419 | — | — | — | — | |
| Pix2PixOperation space=pixel2026.04 | 17.08 | 0.303 | 1,560.26 | 0.391 | 0.769 | 160.39 | |
| PST-DiffOperation space=latent2026.04 | 16.75 | 0.38 | — | — | — | — | |
| cycleGAN2022.04 | 16.203 | 0.373 | — | — | — | — | |
| Cycle GANOperation space=pixel2026.04 | 15.98 | 0.372 | 1,892 | 0.447 | 0.624 | 188.33 | |
| Conditional Diff.Operation space=latent2026.04 | 15.76 | 0.405 | 3,011.36 | 0.494 | 0.591 | 194.82 | |
| Nano Banana 22026.06 | 14.33 | — | — | — | — | — | |
| GPT-Image-22026.06 | 14.3 | — | — | — | — | — | |
| Syn DiffOperation space=latent2026.04 | 14.28 | 0.32 | — | — | — | — | |
| GLM-Image2026.06 | 12.74 | — | — | — | — | — | |
| Qwen-Image2026.06 | 0 | — | — | — | — | — | |
| ASPOperation space=pixel2026.04 | — | 0.5032 | — | — | — | — | |
| HistDiSTOperation space=latent2026.04 | — | 0.4693 | — | — | — | — |