Author

Jian-Fei Cai

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Preprint Oct 2026

Feedforward Novel View Synthesis for Heterogeneous Cameras

Feed-forward novel view synthesis has recently shown promising results from sparse posed images, but most existing methods assume that context and target views share a fixed camera family. This homogeneous-camera assumption breaks in practical multi-sensor systems, where perspective, fisheye, and panoramic cameras may...

Meng Wei, Cheng Zhang, Bo-Ying Li et al. · 0 citations

Preprint Oct 2026

Seek-and-View Reasoning for Multi-View Spatial Understanding

Existing approaches to multi-view spatial reasoning operate largely on sparse input views. Vision-language models (VLMs) are thus restricted to understand a scene and infer spatial relations within these fixed views, leading to fragile cross-view alignment and geometry-to-language bottleneck. To address these issues, w...

Qi-Xiang Chen, Cheng Zhang, Fu-Cai Ke et al. · 0 citations