most citedVideo-EM: Event-Centric Episodic Memory for Long-Form Video Understanding

1 citations · 1 across the 9 of their papers we have counts for

collaborators

9 papers

cs.CV2026

InnoText: A Unified Model for Visual Text Generation and Editing

Haowei Liu, Runze He, Jian Lu +10

Diffusion models have recently achieved remarkable success in high-fidelity image synthesis, yet their application to visual text generation and editing remains relatively underexp…

cs.CV2026

Design Your Ad: Personalized Advertising Image and Text Generation with Unified Autoregressive Models

Yexing Xu, Wei Feng, Shen Zhang +15

Generating realistic and user-preferred advertisements is a key challenge in e-commerce. Existing approaches utilize multiple independent models driven by click-through-rate (CTR)…

cs.CV2026

FedCVU: Federated Learning for Cross-View Video Understanding

Shenghan Zhang, Run Ling, Ke Cao +2

Federated learning (FL) has emerged as a promising paradigm for privacy-preserving multi-camera video understanding. However, applying FL to cross-view scenarios faces three major…

cs.CV2026

InnoAds-Composer: Efficient Condition Composition for E-Commerce Poster Generation

Yuxin Qin, Ke Cao, Haowei Liu +13

E-commerce product poster generation aims to automatically synthesize a single image that effectively conveys product information by presenting a subject, text, and a designed styl…

cs.AI2026

Do MLLMs Really Understand Space? A Mathematical Reasoning Evaluation

Shuo Lu, Jianjie Cheng, Yinuo Xu +16

Multimodal large language models (MLLMs) have achieved strong performance on perception-oriented tasks, yet their ability to perform mathematical spatial reasoning, defined as the…

cs.CV2026

StyMam: A Mamba-Based Generator for Artistic Style Transfer

Zhou Hong, Ning Dong, Yicheng Di +8

Image style transfer aims to integrate the visual patterns of a specific artistic style into a content image while preserving its content structure. Existing methods mainly rely on…

cs.CV2025

MoFu: Scale-Aware Modulation and Fourier Fusion for Multi-Subject Video Generation

Run Ling, Ke Cao, Jian Lu +15

Multi-subject video generation aims to synthesize videos from textual prompts and multiple reference images, ensuring that each subject preserves natural scale and visual fidelity.…

cs.CV2025★ 1 cited

Video-EM: Event-Centric Episodic Memory for Long-Form Video Understanding

Yun Wang, Long Zhang, Jingren Liu +9

Video Large Language Models (Video-LLMs) have shown strong video understanding, yet their application to long-form videos remains constrained by limited context windows. A common w…

cs.IR2025

RAGAR: Retrieval Augmented Personalized Image Generation Guided by Recommendation

Run Ling, Wenji Wang, Yuting Liu +12

Personalized image generation is crucial for improving the user experience, as it renders reference images into preferred ones according to user visual preferences. Although effect…