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ResearchFormerly WizWand

Subject-driven Generation on DreamBench

0.823DINO ScoreWeGen
0.558840.627420.6960.76458Nov 25, 2024Feb 17, 2025May 12, 2025Aug 5, 2025Oct 28, 2025Jan 20, 2026Apr 15, 2026
Updated 5mo ago

Evaluation results

MethodLinks
WeGenzero-shot=true, single-entity=true2025.030.8230.8820.302
OmniGenzero-shot=true, single-entity=true2025.030.8010.8470.301
Real Images (Oracle)protocol=Oracle2024.110.7740.885—
Oracle (reference images)2026.040.7740.885—
Emu2-Genzero-shot=true, single-entity=true2025.030.7660.850.287
UNOProtocol=Tuning-free2026.040.760.8350.304
SEED-Xzero-shot=true, single-entity=true2025.030.7020.8190.29
RealCustom++Protocol=Tuning-free2026.040.7020.7940.318
ASTRAProtocol=Tuning-free2026.040.6990.8470.33
Kosmos-Gzero-shot=true, single-entity=true2025.030.6940.8470.287
OmniGenProtocol=Tuning-free2026.040.6930.8010.315
OneDiffusionprotocol=Tuning Free (Zero-shot)2024.110.6920.8140.297
OP-LoRABackbone=SDXL2024.120.690.830.24
OminiControlProtocol=Tuning-free2026.040.6840.7990.312
BootPIGProtocol=Tuning-free2026.040.6740.7970.311
BLIP-Diffusionprotocol=Fine-Tuning2024.110.670.8050.302
BLIP-DiffusionProtocol=Tuning-free2026.040.670.8050.302
DreamBoothprotocol=Fine-Tuning2024.110.6680.8030.305
DreamBoothProtocol=Tuning-based2026.040.6680.8030.305
LoRABackbone=SDXL2024.120.650.820.25
ELITEProtocol=Tuning-free2026.040.6470.7720.296
SSR-EncoderProtocol=Tuning-free2026.040.6120.8210.308
Re-Imagenzero-shot=true, single-entity=true2025.030.60.740.27
Re-Imagenprotocol=Tuning Free (Zero-shot)2024.110.60.740.27
Re-ImagenProtocol=Tuning-free2026.040.60.740.27
BLIP-Diffusionzero-shot=true, single-entity=true2025.030.5940.7790.3
BLIP-Diffusionprotocol=Tuning Free (Zero-shot)2024.110.5940.7790.3
FLUX.1 IP-AdapterProtocol=Tuning-free2026.040.5820.820.288
Textual Inversionprotocol=Fine-Tuning2024.110.5690.780.255
Textual InversionProtocol=Tuning-based2026.040.5690.780.255