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20242026
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cs.CV2026

MAViD: A Multimodal Framework for Audio-Visual Dialogue Understanding and Generation

Youxin Pang, Jiajun Liu, Lingfeng Tan +6

We propose MAViD, a novel Multimodal framework for Audio-Visual Dialogue understanding and generation. Existing approaches primarily focus on non-interactive systems and are limite…

cs.CV2025

UniMo: Unifying 2D Video and 3D Human Motion with an Autoregressive Framework

Youxin Pang, Yong Zhang, Ruizhi Shao +5

We propose UniMo, an innovative autoregressive model for joint modeling of 2D human videos and 3D human motions within a unified framework, enabling simultaneous generation and und…

cs.CV2025

GeoSAM2: Unleashing the Power of SAM2 for 3D Part Segmentation

Ken Deng, Yunhan Yang, Jingxiang Sun +4

We introduce GeoSAM2, a prompt-controllable framework for 3D part segmentation that casts the task as multi-view 2D mask prediction. Given a textureless object, we render normal an…

cs.CV2025

Interspatial Attention for Efficient 4D Human Video Generation

Ruizhi Shao, Yinghao Xu, Yujun Shen +5

Generating photorealistic videos of digital humans in a controllable manner is crucial for a plethora of applications. Existing approaches either build on methods that employ templ…

cs.CV2025

DetailGen3D: Generative 3D Geometry Enhancement via Data-Dependent Flow

Ken Deng, Yuan-Chen Guo, Jingxiang Sun +6

Modern 3D generation methods can rapidly create shapes from sparse or single views, but their outputs often lack geometric detail due to computational constraints. We present Detai…

cs.CV2024

DreamCraft3D++: Efficient Hierarchical 3D Generation with Multi-Plane Reconstruction Model

Jingxiang Sun, Cheng Peng, Ruizhi Shao +6

We introduce DreamCraft3D++, an extension of DreamCraft3D that enables efficient high-quality generation of complex 3D assets. DreamCraft3D++ inherits the multi-stage generation pr…