Unsupervised Saliency Detection via kNN Mechanism and Object-Biased Prior. - Xin Zhou; Zhaohui Ren; Shihua Zhou; Tianzhuang Yu; Zeyu Jiang (Neural Process. Lett., 2023)

A Unet-inspired spatial-attention transformer model for segmenting gear tooth surface defects. - Xin Zhou; Yongchao Zhang 004; Zhaohui Ren; Tianchuan Mi; Zeyu Jiang; Tianzhuang Yu; Shihua Zhou (Adv. Eng. Informatics, 2024)

LAFICNN: A Novel Convolutional Adaptive Fusion Framework for Fault Diagnosis of Rotating Machinery. - Tianzhuang Yu; Zhaohui Ren; Yongchao Zhang 004; Shihua Zhou; Zeyu Jiang; Xin Zhou (IEEE Trans. Instrum. Meas., 2024)

Rethinking Position Embedding Methods in the Transformer Architecture. - Xin Zhou; Zhaohui Ren; Shihua Zhou; Zeyu Jiang; Tianzhuang Yu; Hengfa Luo (Neural Process. Lett., 2024)

ELAFormer: Early Local Attention in multi-scale vision transFormers. - Xin Zhou; Zhaohui Ren; Yongchao Zhang 004; Zeyu Jiang; Tianzhuang Yu; Hengfa Luo; Shihua Zhou (Knowl. Based Syst., 2025)

Frequency-Assisted Local Attention in Lower Layers of Visual Transformers. - Xin Zhou; Zeyu Jiang; Shihua Zhou; Zhaohui Ren; Yongchao Zhang 004; Tianzhuang Yu; Yulin Liu (Int. J. Neural Syst., 2025)