List your company
ResearchFormerly WizWand

Subject-driven image generation on DreamBooth Dataset 1.0 (test)

0.774DINO ScoreReal Images
0.2301840.3713670.512550.653733Aug 25, 2022Mar 31, 2023Nov 5, 2023Jun 11, 2024Jan 15, 2025Aug 22, 2025Mar 29, 2026
Updated 7mo ago

Evaluation results

MethodLinks
Real Images2022.080.7740.885—
Real ImagesOracle=true2023.050.7740.885—
DreamBoothBase Model=Imagen2022.080.6960.8120.306
BLIP-Diffusionprotocol=Fine-tuning, average fine-tuning steps=<802023.050.670.8050.302
DreamBoothBase Model=Stable Diffusion2022.080.6680.8030.305
DreamBoothfine-tuning steps=8002023.050.6680.8030.305
ICEdit + OPROBase model=ICEdit, Adaptation module=OPRO, Layout protocol=three-panel layout2026.030.61920.7724—
DreamBooth2023.050.60110.77780.2581
Re-Imagen2023.050.60.740.27
BLIP-Diffusionprotocol=Zero-shot2023.050.5940.7790.3
ICEdit (LoRA-only)Base model=ICEdit, Adaptation module=LoRA-only, Layout protocol=three-panel layout2026.030.58280.7376—
Textual InversionBase Model=Stable Diffusion2022.080.5690.780.255
Textual Inversionfine-tuning steps=30002023.050.5690.780.255
SD-IPC-CT2023.050.50250.74590.2814
DreamBoothfine-tuning steps=3002023.050.50.7330.319
Custom Diffusion2023.050.39670.68370.309
DreamBoothfine-tuning steps=1002023.050.3960.6980.322
Textual Inversion2023.050.25110.62440.2953