Personalized Image Generation on DreamBooth
83.7DINO ScoreDreamCache
Evaluation results
| Method | Links | |||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DreamCache2024.11 | 83.7 | 90.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Toffee-5MParameters=5M2024.11 | 80.3 | 87.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Real images2026.03 | 77.4 | 88.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| JeDI2024.11 | 75.1 | 87.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DreamBooth2024.11 | 71.2 | 86.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Custom Diffusion2024.11 | 71.1 | 86.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Sub-Diff.Type=Zero-shot, Ext. Model=BLIP2, GroundedDINO, SAM2026.03 | 71.1 | 78.7 | — | — | 29.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ELITE2024.11 | 68.1 | 86.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DiffNatType=Finetune2026.03 | 68 | 84 | — | — | 34 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CustomShift2026.06 | 67.12 | 77.84 | — | — | 78.13 | — | — | 74.36 | — | — | — | — | — | — | — | — | — | — | — | |
| OursType=Zero-shot2026.03 | 67 | 77 | — | — | 28 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BLIP-D2024.11 | 66.9 | 86.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DreamBoothType=Finetune2026.03 | 66.8 | 80.3 | — | — | 30.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Custom DiffusionType=Finetune2026.03 | 64.3 | 79 | — | — | 30.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OPADModel=SD Turbo, Train NFEs=1, Inference NFEs=1, iterations=10002025.10 | 63.7 | 78.3 | — | — | 25.2 | 3,137 | 0.18 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SSR Encoder2026.06 | 62.84 | 78.86 | — | — | 73 | — | — | 71.57 | — | — | — | — | — | — | — | — | — | — | — | |
| CustomShiftShot count=1shot2026.06 | 62.55 | 76.22 | — | — | 78.66 | — | — | 72.48 | — | — | — | — | — | — | — | — | — | — | — | |
| ELITEType=Zero-shot2026.03 | 62.1 | 77.1 | — | — | 29.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OmniGen2026.06 | 61.52 | 76.05 | — | — | 77.2 | — | — | 71.59 | — | — | — | — | — | — | — | — | — | — | — | |
| DreamBooth2026.06 | 61.44 | 78.56 | — | — | 76.03 | — | — | 72.01 | — | — | — | — | — | — | — | — | — | — | — | |
| SynCD2026.06 | 61.29 | 77.44 | — | — | 76.37 | — | — | 71.7 | — | — | — | — | — | — | — | — | — | — | — | |
| CustomDiffusion2026.06 | 61.25 | 76.86 | — | — | 78.03 | — | — | 72.05 | — | — | — | — | — | — | — | — | — | — | — | |
| Re-ImagenType=Zero-shot2026.03 | 60 | 74 | — | — | 27 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BLIP-Diff.Type=Zero-shot2026.03 | 59.4 | 77.9 | — | — | 30 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Feature Self-Guidance2026.06 | 57 | — | — | — | — | — | — | — | 32.04 | — | — | — | — | — | — | — | — | — | — | |
| Textual InversionType=Finetune2026.03 | 56.9 | 78 | — | — | 25.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OminiControl2026.06 | 56.22 | 75.9 | — | — | 76.95 | — | — | 69.69 | — | — | — | — | — | — | — | — | — | — | — | |
| Custom diffusionModel=SD 2.1, Train NFEs=1000, Inference NFEs=25, iterations=10002025.10 | 55.5 | 76.1 | — | — | 26.4 | 345 | 2.73 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Group Inference2026.06 | 49 | — | — | — | — | — | — | — | 32.58 | — | — | — | — | — | — | — | — | — | — | |
| OminiControlModel=Flux, Inference NFEs=12025.10 | 45.5 | 72.7 | — | — | 27.9 | — | 2.48 | — | — | — | — | — | — | — | — | — | — | — | — | |
| I.I.D.2026.06 | 45 | — | — | — | — | — | — | — | 31.93 | — | — | — | — | — | — | — | — | — | — | |
| Custom diffusionModel=SD Turbo, Train NFEs=1000, Inference NFEs=25, iterations=10002025.10 | 33.7 | 64.7 | — | — | 27.6 | 541 | 1.57 | — | — | — | — | — | — | — | — | — | — | — | — | |
| IP-AdapterModel=TCD + SDXL, Inference NFEs=12025.10 | 32.5 | 62.8 | — | — | 20.4 | — | 0.39 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Custom diffusionModel=SD Turbo, Train NFEs=4, Inference NFEs=4, iterations=10002025.10 | 24.4 | 60 | — | — | 25.8 | 543 | 0.54 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Custom diffusionModel=SD Turbo, Train NFEs=1000, Inference NFEs=4, iterations=10002025.10 | 23.5 | 59.7 | — | — | 25.7 | 541 | 0.54 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DisenBoothModel=SD Turbo, Train NFEs=1, Inference NFEs=1, iterations=20002025.10 | 23.1 | 56.4 | — | — | 25.1 | 905 | 0.18 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Cones 2Model=SD Turbo, Train NFEs=1, Inference NFEs=1, iterations=40002025.10 | 20.4 | 61.9 | — | — | 27.3 | 2,446 | 0.51 | — | — | — | — | — | — | — | — | — | — | — | — | |
| TextBoostModel=SD Turbo, Train NFEs=1, Inference NFEs=1, iterations=5002025.10 | 16.7 | 57 | — | — | 21.7 | 64 | 0.15 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Textual InversionModel=SD Turbo, Train NFEs=1, Inference NFEs=1, iterations=40002025.10 | 16.6 | 56.4 | — | — | 25.2 | 2,269 | 0.13 | — | — | — | — | — | — | — | — | — | — | — | — | |
| LoraModel=SD Turbo, Train NFEs=1, Inference NFEs=1, iterations=8002025.10 | 16 | 58.5 | — | — | 21.2 | 141 | 0.15 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DreamBoothModel=SD Turbo, Train NFEs=1, Inference NFEs=1, iterations=10002025.10 | 11.1 | 53.6 | — | — | 18.8 | 281 | 0.14 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Custom diffusionModel=SD Turbo, Train NFEs=1, Inference NFEs=4, iterations=10002025.10 | 10.9 | 55.6 | — | — | 24.6 | 543 | 0.53 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Custom diffusionModel=SD Turbo, Train NFEs=4, Inference NFEs=1, iterations=10002025.10 | 10.5 | 53.2 | — | — | 20.6 | 543 | 0.23 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Custom diffusionModel=SD Turbo, Train NFEs=1000, Inference NFEs=1, iterations=10002025.10 | 9.7 | 53 | — | — | 20.7 | 541 | 0.22 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Custom diffusionModel=SD Turbo, Train NFEs=1, Inference NFEs=1, iterations=10002025.10 | 5.8 | 51.8 | — | — | 20.5 | 543 | 0.22 | — | — | — | — | — | — | — | — | — | — | — | — | |
| AdaLoRAFramework=Dreambooth, Base Model=Stable Diffusion 1.52025.11 | — | — | — | — | — | — | — | — | — | 89.8 | 23.74 | 91.1 | 21.82 | 91.7 | 25.39 | 90.7 | 23.93 | 90.5 | 23.67 | |
| DiT-BlockSkip2026.03 | — | — | 37.7 | 45.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DoRAFramework=Dreambooth, Base Model=Stable Diffusion 1.52025.11 | — | — | — | — | — | — | — | — | — | 89.9 | 23.59 | 91.4 | 21.82 | 91.1 | 25.32 | 90.9 | 23.88 | 91 | 23.63 | |
| FeRAFramework=Dreambooth, Base Model=Stable Diffusion 1.52025.11 | — | — | — | — | — | — | — | — | — | 90.2 | 26.09 | 92.3 | 23.66 | 92.5 | 25.84 | 90.9 | 24.5 | 91.5 | 25.36 | |
| Full-tuningFramework=Dreambooth, Base Model=Stable Diffusion 1.52025.11 | — | — | — | — | — | — | — | — | — | 78.7 | 24.09 | 78.8 | 23.11 | 65.3 | 24.15 | 78.7 | 23.93 | 75.2 | 24.21 | |
| LoRA2026.03 | — | — | 40 | 29.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LoRAFramework=Dreambooth, Base Model=Stable Diffusion 1.52025.11 | — | — | — | — | — | — | — | — | — | 89.4 | 23.76 | 91.2 | 21.58 | 91.8 | 25.12 | 90.6 | 23.74 | 90.9 | 23.54 | |
| SaRAFramework=Dreambooth, Base Model=Stable Diffusion 1.52025.11 | — | — | — | — | — | — | — | — | — | 78.8 | 25.98 | 88.4 | 23.59 | 88.7 | 25.35 | 88.2 | 25.51 | 86.8 | 24.99 |