Subject-driven Generation on DreamBench benchmark leaderboard · SOTA2 Research

Subject-driven Generation on DreamBench

0.823DINO ScoreWeGen

Evaluation Results

Method	Links
WeGen2025.03		0.823	0.882	0.302
OmniGen2025.03		0.801	0.847	0.301
Real Images (Oracle)2024.11		0.774	0.885	—
Oracle (reference images)2026.04		0.774	0.885	—
Emu2-Gen2025.03		0.766	0.85	0.287
UNO2026.04		0.76	0.835	0.304
SEED-X2025.03		0.702	0.819	0.29
RealCustom++2026.04		0.702	0.794	0.318
ASTRA2026.04		0.699	0.847	0.33
Kosmos-G2025.03		0.694	0.847	0.287
OmniGen2026.04		0.693	0.801	0.315
OneDiffusion2024.11		0.692	0.814	0.297
OP-LoRA2024.12		0.69	0.83	0.24
OminiControl2026.04		0.684	0.799	0.312
BootPIG2026.04		0.674	0.797	0.311
BLIP-Diffusion2024.11		0.67	0.805	0.302
BLIP-Diffusion2026.04		0.67	0.805	0.302
DreamBooth2024.11		0.668	0.803	0.305
DreamBooth2026.04		0.668	0.803	0.305
LoRA2024.12		0.65	0.82	0.25
ELITE2026.04		0.647	0.772	0.296
SSR-Encoder2026.04		0.612	0.821	0.308
Re-Imagen2025.03		0.6	0.74	0.27
Re-Imagen2024.11		0.6	0.74	0.27
Re-Imagen2026.04		0.6	0.74	0.27
BLIP-Diffusion2025.03		0.594	0.779	0.3
BLIP-Diffusion2024.11		0.594	0.779	0.3
FLUX.1 IP-Adapter2026.04		0.582	0.82	0.288
Textual Inversion2024.11		0.569	0.78	0.255
Textual Inversion2026.04		0.569	0.78	0.255