Personalized Image Generation on MovieLens
29.49Overall ScoreDPPMG
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DPPMG2026.04 | 29.49 | 14.9 | 35.64 | 23.07 | 0.7628 | 0.0782 | 23.33 | 50.39 | 42.9 | 57.38 | — | — | |
| Pigeon2026.04 | 28.16 | 13.94 | 34.21 | 19.37 | 0.7631 | 0.0826 | 22.1 | 49.71 | 41.19 | 59.51 | — | — | |
| TI2026.04 | 28.05 | 12.18 | 33.98 | 22.03 | 0.8022 | 0.0574 | 22.12 | 51.74 | 36.13 | 96.74 | — | — | |
| Qwen-VLpre-trained=true2026.04 | 27.66 | 11.05 | 32.67 | 18.88 | 0.8001 | 0.0603 | 22.65 | 52.14 | 39.69 | 84.48 | — | — | |
| I-AM-G2026.04 | 27.58 | 13.98 | 32.95 | 20.44 | 0.7653 | 0.0632 | 22.21 | 47.91 | 40.98 | 67.2 | — | — | |
| PMG2026.04 | 25.47 | 10.17 | 28.61 | 16.38 | 0.7889 | 0.0598 | 22.33 | 43.19 | 30.24 | 99.98 | — | — | |
| LaVITpre-trained=true2026.04 | 24.51 | 11.52 | 27.57 | 21.43 | 0.7935 | 0.067 | 21.45 | 38.96 | 33.11 | 66.22 | — | — | |
| ICG2026.04 | 2.527 | — | — | — | — | — | — | — | — | — | — | — | |
| Title+Image Rule-based2026.04 | 2.041 | — | — | — | — | — | — | — | — | — | — | — | |
| PMG2026.04 | 1.994 | — | — | — | — | — | — | — | — | — | — | — | |
| Text Inversion2026.04 | 1.923 | — | — | — | — | — | — | — | — | — | — | — | |
| DrUMTrain Setting=fine tune2026.06 | — | — | — | — | — | — | — | — | — | — | 72.8 | 66.2 | |
| FABRICTrain Setting=few shot, Number of Shots=12026.06 | — | — | — | — | — | — | — | — | — | — | 75.1 | — | |
| GPT-4oTrain Setting=zero shot, Number of Shots=02026.06 | — | — | — | — | — | — | — | — | — | — | 73.7 | 58.5 | |
| TVTrain Setting=few shot, Number of Shots=32026.06 | — | — | — | — | — | — | — | — | — | — | 80.1 | 68.7 | |
| ViPerTrain Setting=fine tune2026.06 | — | — | — | — | — | — | — | — | — | — | 76.1 | 70.5 | |
| ZIPPYTrain Setting=zero shot, Number of Shots=02026.06 | — | — | — | — | — | — | — | — | — | — | 76.4 | 64.2 | |
| ZIPPYTrain Setting=few shot, Number of Shots=32026.06 | — | — | — | — | — | — | — | — | — | — | 80.4 | 71.4 | |
| ZIPPYTrain Setting=few shot, Number of Shots=52026.06 | — | — | — | — | — | — | — | — | — | — | 80.9 | 77.9 |