← Search

Jiancheng Huang

4 accepted papers

2026

M4V: Multimodal Mamba for Efficient Text-to-Video Generation

CVPR 2026

Text-to-video generation has significantly enriched content creation and holds the potential to evolve into powerful world simulators. However, modeling the vast spatiotemporal space remains computationally demanding, particularly when employing Transformers, which incur quadratic complexity in sequ

Cited by 0SourceScholar
2025

FlexVAR: Flexible Visual Autoregressive Modeling without Residual Prediction

NeurIPS 2025poster

This work challenges the residual prediction paradigm in visual autoregressive modeling and presents FlexVAR, a new Flexible Visual AutoRegressive image generation paradigm. FlexVAR facilitates autoregressive learning with ground-truth prediction, enabling each step to independently produce plausibl…

Cited by 0SourcecodeScholar
2025

MagicTailor: Component-Controllable Personalization in Text-to-Image Diffusion Models

IJCAI 2025

Text-to-image diffusion models can generate high-quality images but lack fine-grained control of visual concepts, limiting their creativity. Thus, we introduce component-controllable personalization, a new task that enables users to customize and reconfigure individual components within concepts. Th

Cited by 0SourcePDFScholar
2024

Entwined Inversion: Tune-Free Inversion For Real Image Faithful Reconstruction and Editing

ICASSP 2024accepted

Text-conditional image editing is a very practical AIGC task that has recently emerged with great commercial and academic research value. For real image editing, most diffusion model-based methods use DDIM Inversion as the first stage before editing, but DDIM Inversion often results in reconstructio…

Cited by 0SourceScholar