collaborators

13 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

Keep It in Mind: User Centric Continual Spatial Intelligence Reasoning in Egocentric Video Streams

Yun Wang, Junbin Xiao, Han Lyu +6

We introduce UCS-Bench, a dataset spanning 170+ hours of egocentric visual observations with 8.1K+ timestamped questions for diagnosing User-Centric Continual Spatial intelligence…

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

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.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.CV2026

Cross-Scale Pansharpening via ScaleFormer and the PanScale Benchmark

Ke Cao, Xuanhua He, Xueheng Li +7

Pansharpening aims to generate high-resolution multi-spectral images by fusing the spatial detail of panchromatic images with the spectral richness of low-resolution MS data. Howev…