ML Research Wiki / Benchmarks / Personalized Image Generation / DreamBooth

DreamBooth

Personalized Image Generation Benchmark

Performance Over Time

📊 Showing 7 results | 📏 Metric: Overall (CP * PF)

Top Performing Models

Rank Model Paper Overall (CP * PF) Date Code
1 DreamBooth LoRA SDXL v1.0 DreamBooth: Fine Tuning Text-to-Image Diffusion Models for Subject-Driven Generation 0.52 2022-08-25 📦 PaddlePaddle/PaddleNLP 📦 XavierXiao/Dreambooth-Stable-Diffusion 📦 cloneofsimo/lora
2 IP-Adapter ViT-G SDXL v1.0 IP-Adapter: Text Compatible Image Prompt Adapter for Text-to-Image Diffusion Models 0.38 2023-08-13 📦 tencent-ailab/ip-adapter 📦 mindspore-lab/mindone 📦 liuxiaoyu1104/smartcontrol 📦 fhshen2022/prunerepaint
3 Emu2 SDXL v1.0 Generative Multimodal Models are In-Context Learners 0.36 2023-12-20 📦 baaivision/emu
4 DreamBooth SD v1.5 DreamBooth: Fine Tuning Text-to-Image Diffusion Models for Subject-Driven Generation 0.36 2022-08-25 📦 PaddlePaddle/PaddleNLP 📦 XavierXiao/Dreambooth-Stable-Diffusion 📦 cloneofsimo/lora
5 IP-Adapter-Plus ViT-H SDXL v1.0 IP-Adapter: Text Compatible Image Prompt Adapter for Text-to-Image Diffusion Models 0.34 2023-08-13 📦 tencent-ailab/ip-adapter 📦 mindspore-lab/mindone 📦 liuxiaoyu1104/smartcontrol 📦 fhshen2022/prunerepaint
6 BLIP-Diffusion SD v1.5 BLIP-Diffusion: Pre-trained Subject Representation for Controllable Text-to-Image Generation and Editing 0.27 2023-05-24 📦 salesforce/lavis
7 Textual Inversion SD v1.5 An Image is Worth One Word: Personalizing Text-to-Image Generation using Textual Inversion 0.24 2022-08-02 📦 cloneofsimo/lora 📦 rinongal/textual_inversion 📦 brandontrabucco/da-fusion

All Papers (7)

PaddlePaddle/PaddleNLP XavierXiao/Dreambooth-Stable-Diffusion
tencent-ailab/ip-adapter mindspore-lab/mindone
baaivision/emu
PaddlePaddle/PaddleNLP XavierXiao/Dreambooth-Stable-Diffusion
tencent-ailab/ip-adapter mindspore-lab/mindone
salesforce/lavis
cloneofsimo/lora rinongal/textual_inversion