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March 3, 2026
SCALAR: Spatial-concept alignment for robust vision in harsh open world
XY
Xiaoyu Yang
LX
Lijian Xu
Chinese University of Hong Kong
XZ
Xingyu Zeng
Beijing University of Posts and Telecommunications
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Key Points
Robust vision capabilities arise from spatial-concept alignment under various environmental conditions.
The spatial alignment algorithm demonstrated a 20% improvement in accuracy during diverse tests in challenging scenarios.
Analysis focused on visual processing techniques suitable for harsh open-world environmental factors and situations.
Supports further development of robust computer vision applications in real-world, unpredictable environments.
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Cite This Study
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Yang et al. (Tue,) studied this question.
synapsesocial.com/papers/69a7669dbadf0bb9e87ddb1d
https://doi.org/https://doi.org/10.1016/j.patcog.2026.113203
SCALAR: Spatial-concept alignment for robust vision in harsh open world | Synapse