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Xian-Ming Liu

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Preprint Sep 2026

S3VD: Semantic-Guidance Spatio-Temporal Scanning for Video Deraining

Heavy rainfall severely degrades outdoor videos by corrupting high-frequency details and introducing motion blur, critically undermining the reliability of visual tasks. Recently, State Space Models (SSMs), particularly Mamba, have emerged as efficient alternatives for vision tasks with their linear complexity and abil...

Kui Jiang, Yiang Chen, Yan Luo et al. · 0 citations
Sep 2026

VFC-Net: Point Cloud Completion via Voxel-based Transformer.

A novel framework, VFC-Net, which generates a uniformly distributed coarse point cloud to effectively guide dense reconstruction and introduces a lightweight VoxAttn module in both stages to efficiently capture missing geometric structures.

Guo-Qing Zhang, Wen-Bo Zhao, Yuanchao Bai et al. · 0 citations
Jul 2026

ViP-Rig: Visual-Prompted Controllable Rigging

ViP-Rig is a visual-prompted framework that supports both prompt-first rigging and result-guided editing by injecting features extracted from user-drawn or edited 2D skeletal and rigidity prompts into frozen pretrained backbones into a frozen pretrained autoregressive generator.

Zihan Qin, Ming-Ze Sun, Yifan Mao et al. · 1 citation

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