Author

Shao-Qiu Xiao

2 papers indexed here

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2026

Star-Graph Interaction Network for Multi-Input Infrared Small Target Detection

In infrared small target detection (IRSTD), data-driven methods typically utilize a single-scale image as input, complicating the suppression of background clutter during early encoding. While multi-input methods alleviate this issue, their independent encoding of inputs often fails to suppress undesirable representati...

Shen Deng, Shao-Qiu Xiao · IEEE Transactions on Aerospa... · 0 citations

#machine learning Preprint Sep 2026

A Systematic Analysis of Automatic Differentiation versus Discretization-based Constraints for Physics-Informed PDE Solvers

As nonlinearity strengthens, the accuracy advantage of discretization-based constraints becomes increasingly pronounced, with smaller optimization errors compensating for the truncation errors, and the more complex the nonlinearity and boundary conditions, the greater the advantage of GNN over MLP.

Xing Guo, Hong-Wei Tang, Ze-Wei Meng et al. · 0 citations