Author

Mei-Chun Wang

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Open access Sep 2026

AdaTent++: reliability-guided hybrid test-time adaptation for traffic sign detection under distribution shift

Test-time adaptation (TTA) can improve detector robustness under distribution shift, but indiscriminate online updating may amplify errors from unreliable frames. We present AdaTent++, a reliability-guided hybrid TTA framework for traffic sign detection. For each unlabeled frame, the framework combines predictive entro...

Xiao-Mei Gai, Mei-Chun Wang, Yan-Tong Guo et al. · Frontiers in Signal Processi... · 0 citations

Open access Sep 2026

SpatioFormer: spatial perception enhancement for lightweight agricultural pest and disease detection

Introduction In precision agriculture, accurate and efficient detection of crop pests and diseases is crucial. However, existing models in complex environments are prone to insufficient spatial perception and attenuation of disease texture features, making it difficult to balance recognition accuracy and lightweighting...

Wen-Bo Ma, Hao Sun, Kun Zhou et al. · Frontiers in Plant Science · 0 citations