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20242026
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cs.CV2026

I Seek You in Videos: Identity-Conditioned Queries for Person-Centric Video Reasoning

Shibo Gao, Chongxiao Wang, Chenglong Huang +10

Real-world video reasoning often involves multimodal, multi-source inputs, whereas existing video reasoning tasks typically assume a simplified video-text setting, limiting identit…

cs.CV2026

MoRoute: Dynamic Routing for In-Context Multimodal Video Generation

Chong Gao, Jie Ma, Zhan Peng +5

Multimodal video generation aims to generate and edit videos conditioned on arbitrary combinations of text, images, and videos within a single model, allowing diverse tasks to shar…

cs.CV2026

Home3D 1.0: A High-Fidelity Image-to-3D Asset Generation System for Interior Design

Yiyun Fei, Guoqiu Li, Jin Song +11

We present Home3D 1.0, a modular image-to-3D generation system that produces high-quality 3D assets from a single reference image, targeting interior design and e-commerce applicat…

cs.CV2026

MoVerse: Real-Time Video World Modeling with Panoramic Gaussian Scaffold

Yang Zhou, Ziheng Wang, Yuqin Lu +4

We present MoVerse, a real-time video world model that creates an interactively navigable scene from a single narrow-field-of-view image. This setting is challenging because the in…

cs.CV2026

SmartDirector: Keyframe-Conditioned Cinematic Video Generation with Narrative Pacing Control

Zhida Zhang, Jie Ma, Zhan Peng +5

The narrative quality of a video fundamentally determines its perceptual value. Although existing video generation methods can produce visually appealing content, they predominantl…

cs.CV2026

TOPOS: High-Fidelity and Efficient Industry-Grade 3D Head Generation

Bojun Xiong, Zoubin Bi, Xinghui Peng +6

High-fidelity 3D head generation plays a crucial role in the film, animation and video game industries. In industrial pipelines, studios typically enforce a fixed reference topolog…