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Wenshuai Xu

3 accepted papers

2026

STDDN: A Physics-Guided Deep Learning Framework for Crowd Simulation

ICLR 2026poster

Accurate crowd simulation is crucial for public safety management, emergency evacuation planning, and intelligent transportation systems. However, existing methods, which typically model crowds as a collection of independent individual trajectories, are limited in their ability to capture macroscopi…

Cited by 0SourceScholar
2024

ActiveDC: Distribution Calibration for Active Finetuning

CVPR 2024poster

The pretraining-finetuning paradigm has gained popularity in various computer vision tasks. In this paradigm the emergence of active finetuning arises due to the abundance of large-scale data and costly annotation requirements. Active finetuning involves selecting a subset of data from an unlabeled…

Cited by 2SourcePDFScholar
2023

One-Shot Neural Band Selection for Spectral Recovery

ICASSP 2023accepted

Band selection has a great impact on the spectral recovery quality. To solve this ill-posed inverse problem, most band selection methods adopt hand-crafted priors or exploit clustering or sparse regularization constraints to find most prominent bands. These methods are either very slow due to the co…

Cited by 0SourceScholar