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cs.CV2025

QR-LoRA: Efficient and Disentangled Fine-tuning via QR Decomposition for Customized Generation

Jiahui Yang, Yongjia Ma, Donglin Di +6

Existing text-to-image models often rely on parameter fine-tuning techniques such as Low-Rank Adaptation (LoRA) to customize visual attributes. However, when combining multiple LoR…

cs.CV2025

DH-FaceVid-1K: A Large-Scale High-Quality Dataset for Face Video Generation

Donglin Di, He Feng, Wenzhang Sun +6

Human-centric generative models are becoming increasingly popular, giving rise to various innovative tools and applications, such as talking face videos conditioned on text or audi…

cs.CV2025

A Self-supervised Motion Representation for Portrait Video Generation

Qiyuan Zhang, Chenyu Wu, Wenzhang Sun +4

Recent advancements in portrait video generation have been noteworthy. However, existing methods rely heavily on human priors and pre-trained generative models, Motion representati…

cs.CV2025

ChronoTailor: Harnessing Attention Guidance for Fine-Grained Video Virtual Try-On

Jinjuan Wang, Wenzhang Sun, Ming Li +7

Video virtual try-on aims to seamlessly replace the clothing of a person in a source video with a target garment. Despite significant progress in this field, existing approaches st…

cs.CV2025

Hyper-3DG: Text-to-3D Gaussian Generation via Hypergraph

Donglin Di, Jiahui Yang, Chaofan Luo +4

Text-to-3D generation represents an exciting field that has seen rapid advancements, facilitating the transformation of textual descriptions into detailed 3D models. However, curre…

cs.CV2025

Tuning-Free Long Video Generation via Global-Local Collaborative Diffusion

Yongjia Ma, Junlin Chen, Donglin Di +6

Creating high-fidelity, coherent long videos is a sought-after aspiration. While recent video diffusion models have shown promising potential, they still grapple with spatiotempora…