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Shao-Shuai Shi

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Preprint Aug 2026

OptiGeo: Efficient Monocular Geometry for Embodied Perception in Optically Challenging Scenes

OptiGeo is introduced, a bias-aware training framework that rehabilitates biased real supervision using a clean-geometry teacher and residual-trimmed alignment and outperforms substantially larger 300M-scale monocular models and billion-scale multi-view baselines on transparent-scene benchmarks, while remaining competi...

Mu-Xin Liu, Tian-Bo Liu, Jing Xia et al. · 1 citation
Preprint Sep 2026

SolarWM: Open Data and Scalable Training for Long-Horizon Video World Models

SolarWM, a fully open foundation for building interactive video world models from data preparation through long-horizon inference, is introduced, providing a reproducible and extensible foundation for interactive world-model research.

Jun-Chao Huang, Guian Fang, Sheng-Ju Qian et al. · 12 citations

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