Image-to-Image Translation on Handbags (test)
0.78FIDDBIM+FMPG
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| DBIM+FMPGCheckpoint=DDBM, NFE=1002026.06 | 0.78 | — | — | — | — | — | |
| DBIM+FMPGCheckpoint=DDBM, NFE=402026.06 | 0.89 | — | — | — | — | — | |
| DBIMCheckpoint=DDBM, NFE=1002026.06 | 0.91 | — | — | — | — | — | |
| A-Bridge2025.12 | 1.07 | — | — | — | — | — | |
| DBIM+FMPGCheckpoint=DDBM, NFE=202026.06 | 1.07 | — | — | — | — | — | |
| DBIMCheckpoint=DDBM, NFE=402026.06 | 1.26 | — | — | — | — | — | |
| Dual-approx Bridge2025.12 | 1.36 | — | — | — | — | — | |
| DBIM+FMPGCheckpoint=DDBM, NFE=102026.06 | 1.42 | — | — | — | — | — | |
| ECSICheckpoint=DDBM, NFE=202026.06 | 1.54 | — | — | — | — | — | |
| DBIMCheckpoint=DDBM, NFE=202026.06 | 1.74 | — | — | — | — | — | |
| DDBMFormulation=Variance Preserving (VP)2025.12 | 1.83 | — | — | — | — | — | |
| ECSICheckpoint=DDBM, NFE=102026.06 | 2.25 | — | — | — | — | — | |
| DDBMCheckpoint=DDBM, NFE=1002026.06 | 2.4 | — | — | — | — | — | |
| DBIMCheckpoint=DDBM, NFE=102026.06 | 2.49 | — | — | — | — | — | |
| I2SB2025.12 | 7.43 | — | — | — | — | — | |
| DDBMCheckpoint=DDBM, NFE=402026.06 | 7.79 | — | — | — | — | — | |
| Rectified Flow2025.12 | 25.3 | — | — | — | — | — | |
| SelfDistance2025.12 | 26.5 | — | — | — | — | — | |
| DDBMCheckpoint=DDBM, NFE=202026.06 | 46.74 | — | — | — | — | — | |
| Co-Mod-GAN2021.03 | 56.9 | — | — | 0.143 | — | — | |
| NADB2026.05 | 64.5 | — | — | 0.13 | 18.9 | 69 | |
| DDBM2026.05 | 64.7 | — | — | 0.1 | 20.72 | 74 | |
| I2SB2026.05 | 64.8 | — | — | 0.21 | 16.7 | 62 | |
| Co-Mod-GANpsi=32021.03 | 71.1 | — | — | 0.379 | — | — | |
| Pix2Pix2025.12 | 74.8 | — | — | — | — | — | |
| BicycleGAN2021.03 | 76 | — | — | 0.252 | — | — | |
| MUNIT2021.03 | 79.1 | — | — | 0.339 | — | — | |
| SDEdit2025.12 | 85.8 | — | — | — | — | — | |
| BasisGAN2021.03 | 88.8 | — | — | 0.35 | — | — | |
| Pix2Pix2021.03 | 95.6 | — | — | 0.042 | — | — | |
| DDBMCheckpoint=DDBM, NFE=102026.06 | 137.15 | — | — | — | — | — | |
| DDIB2025.12 | 186.84 | — | — | — | — | — | |
| BicycleGANsupervision=paired2018.04 | — | 51.2 | 0.14 | — | — | — | |
| CycleGANnoise injection=false2018.04 | — | 40.8 | 0.012 | — | — | — | |
| CycleGAN*noise injection=true2018.04 | — | 45.1 | 0.011 | — | — | — | |
| MUNITfull_model=true2018.04 | — | 50 | 0.175 | — | — | — | |
| MUNIT w/o L_recon^{id}ablation=without identity reconstruction loss2018.04 | — | 24.6 | 0.139 | — | — | — | |
| MUNIT w/o L_recon^cablation=without content reconstruction loss2018.04 | — | 9.3 | 0.185 | — | — | — | |
| MUNIT w/o L_recon^xablation=without image reconstruction loss2018.04 | — | 29 | 0.191 | — | — | — | |
| UNIT2018.04 | — | 37.3 | 0.023 | — | — | — |