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Method Base Model Optimization Concept Replication (↓) Concept Alignment (↓) Composition Alignment (↓)
DreamBooth* Stable Diffusion v1.4 true 0.088 0.3551 0.036
Custom Diffusion* Stable Diffusion v1.4 true 0.2309 0.4882 0.0204
Textula Inversion* Latent Diffusion Model true 0.1196 0.1711 0.1312
Textual Inversion* Stable Diffusion v1.4 true 0.0662 0.1163 0.1436
IP-Adapter Stable Diffusion XL false 0.3665 0.3571 0.0641
ELITE Stable Diffusion v1.5 false 0.3195 0.4666 0.1832
BLIP-Diffusion Stable Diffusion false 0.351 0.3245 0.1589
$\lambda$-ECLIPSE Kandinsky v2.2 false 0.2853 0.3619 -0.02
Method Base Model Optimization Concept Replication (↓) Concept Alignment (↓) Composition Alignment (↓)
* denotes the results directly taken from the ConceptBed paper.