Dreambench++: A human-aligned benchmark for personalized image generation

Y Peng, Y Cui, H Tang, Z Qi, R Dong, J Bai… - arXiv preprint arXiv …, 2024 - arxiv.org
Personalized image generation holds great promise in assisting humans in everyday work
and life due to its impressive function in creatively generating personalized content …

R&b: Region and boundary aware zero-shot grounded text-to-image generation

J Xiao, H Lv, L Li, S Wang, Q Huang - arXiv preprint arXiv:2310.08872, 2023 - arxiv.org
Recent text-to-image (T2I) diffusion models have achieved remarkable progress in
generating high-quality images given text-prompts as input. However, these models fail to …

A Survey of Multimodal-Guided Image Editing with Text-to-Image Diffusion Models

X Shuai, H Ding, X Ma, R Tu, YG Jiang… - arXiv preprint arXiv …, 2024 - arxiv.org
Image editing aims to edit the given synthetic or real image to meet the specific requirements
from users. It is widely studied in recent years as a promising and challenging field of …

Layout-and-Retouch: A Dual-stage Framework for Improving Diversity in Personalized Image Generation

K Kim, W Seo, S Nam, B Kim, S Jeong, W Cho… - arXiv preprint arXiv …, 2024 - arxiv.org
Personalized text-to-image (P-T2I) generation aims to create new, text-guided images
featuring the personalized subject with a few reference images. However, balancing the …

PSG-Adapter: Controllable Planning Scene Graph for Improving Text-to-Image Diffusion

Y Gao - Proceedings of the Asian Conference on Computer …, 2024 - openaccess.thecvf.com
Significant progress in text-to-image generation has been driven by the application of
diffusion models, highlighting their crucial role and exceptional impact on this field …

Towards Robustness and Diversity: Continual Learning in Dialog Generation with Text-Mixup and Batch Nuclear-Norm Maximization

Z Wang, J Xiao, M Li, Z He, Y Li, C Wang… - arXiv preprint arXiv …, 2024 - arxiv.org
In our dynamic world where data arrives in a continuous stream, continual learning enables
us to incrementally add new tasks/domains without the need to retrain from scratch. A major …

DREAMBENCH++: AHuman-ALIGNED BENCHMARK FOR PERSONALIZED IMAGE GENERATION

D Score - Preservation - openreview.net
Personalized image generation holds great promise in assisting humans in everyday work
and life due to its impressive function in creatively generating personalized content …