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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

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…

cs.CV2026

MoCam: Unified Novel View Synthesis via Structured Denoising Dynamics

Haofeng Liu, Yang Zhou, Ziheng Wang +6

Generative novel view synthesis faces a fundamental dilemma: geometric priors provide spatial alignment but become sparse and inaccurate under view changes, while appearance priors…

cs.CV2026

Gimbal360: Canonicalizing Planar Diffusion for Spherical Panorama Completion

Yuqin Lu, Haofeng Liu, Yang Zhou +5

Diffusion models provide powerful priors for 2D image completion, but these priors are learned on bounded planar images and do not transfer directly to panoramas. Persp…