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Mengting Chen

6 accepted papers

2026

ORION: Decoupling and Alignment for Unified Autoregressive Understanding and Generation

ICLR 2026poster

Unified multimodal Large Language Models (MLLMs) hold great promise for seamlessly integrating understanding and generation. However, monolithic autoregressive architectures, despite their elegance and conversational fluency, suffer from a fundamental semantic–structural conflict: optimizing for low…

Cited by 0SourceScholar
2026

iTryOn: Mastering Interactive Video Virtual Try-On with Spatial-Semantic Guidance

ICML 2026poster

Video Virtual Try-On (VVT) aims to seamlessly replace a garment on a person in a video with a new one. While existing methods have made significant strides in maintaining temporal consistency, they are predominantly confined to non-interactive scenarios where models merely showcase garments. This li…

Cited by 0SourceScholar
2025

Advancing Myopia To Holism: Fully Contrastive Language-Image Pre-training

CVPR 2025poster

In rapidly evolving field of vision-language models (VLMs), contrastive language-image pre-training (CLIP) has made significant strides, becoming foundation for various downstream tasks. However, relying on one-to-one (image, text) contrastive paradigm to learn alignment from large-scale messy web d…

2024

Joint Blind Deconvolution And Demixing Of Sparse Signals Via Factorization And Nonconvex Optimization

ICASSP 2024accepted

The problem of joint blind deconvolution and demixing for sparse signals is prevalent in many signal processing areas. The goal of this problem is to recover both the sparse signals and the filters from a noisy mixture of bilinear measurements. Due to the bilinear factorization structure, the common…

Cited by 0SourceScholar
2024

LivePhoto: Real Image Animation with Text-guided Motion Control

ECCV 2024poster

"Despite the recent progress in text-to-video generation, existing studies usually overlook the issue that only spatial contents but not temporal motions in synthesized videos are under the control of text. Towards such a challenge, this work presents a practical system, named , which allows users t…

2024

Zero-shot Image Editing with Reference Imitation

NeurIPS 2024poster

Image editing serves as a practical yet challenging task considering the diverse demands from users, where one of the hardest parts is to precisely describe how the edited image should look like. In this work, we present a new form of editing, termed imitative editing, to help users exercise their c…

Cited by 24SourcePDFScholar