Author

Yihang Qin

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Open access Sep 2026

Uncertainty-Aware structured decoding for Chinese Braille document transcription

Automatic transcription of braille documents remains challenging in document digitization settings, particularly under real imaging degradations such as uneven embossing, illumination variation, paper texture, skew, blur, and ghosting, which make braille dot presence uncertain and often cause error propagation from dot...

Yu Sun, Wen-Hao Chen, Yi-Hang Qin et al. · PLoS ONE · 0 citations

Open access Jul 2026

MamNet-PT: A Mamba-enhanced hybrid architecture with selective state-space modeling for uncertainty-aware brain tumor segmentation

MamNet-PT, a hybrid segmentation architecture that integrates efficient long-range dependency modeling, multi-resolution feature aggregation, and uncertainty-aware prediction within a unified framework, is proposed and suggested to be a promising research framework for accurate and efficient brain tumor segmentation un...

Yu Sun, Yihang Qin · PLoS ONE · 0 citations