Identity-Preserving Text-to-Video Generation by Frequency Decomposition

S Yuan, J Huang, X He, Y Ge, Y Shi, L Chen… - arxiv preprint arxiv …, 2024 - arxiv.org
Identity-preserving text-to-video (IPT2V) generation aims to create high-fidelity videos with
consistent human identity. It is an important task in video generation but remains an open …

Personalized Image Generation with Large Multimodal Models

Y Xu, W Wang, Y Zhang, T Biao, P Yan, F Feng… - arxiv preprint arxiv …, 2024 - arxiv.org
Personalized content filtering, such as recommender systems, has become a critical
infrastructure to alleviate information overload. However, these systems merely filter existing …

Personalization Toolkit: Training Free Personalization of Large Vision Language Models

S Seifi, V Dorovatas, DO Reino, R Aljundi - arxiv preprint arxiv …, 2025 - arxiv.org
Large Vision Language Models (LVLMs) have significant potential to deliver personalized
assistance by adapting to individual users' unique needs and preferences. Personalization …

Style-Friendly SNR Sampler for Style-Driven Generation

J Choi, C Shin, Y Oh, H Kim, S Yoon - arxiv preprint arxiv:2411.14793, 2024 - arxiv.org
Recent large-scale diffusion models generate high-quality images but struggle to learn new,
personalized artistic styles, which limits the creation of unique style templates. Fine-tuning …

[PDF][PDF] Movie Weaver: Tuning-Free Multi-Concept Video Personalization with Anchored Prompts

F Liang, H Ma, Z He, T Hou, J Hou, K Li, X Dai… - jeff-liangf.github.io
Video personalization, which generates customized videos using reference images, has
gained significant attention. However, prior methods typically focus on singleconcept …

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 …