Image enhancement with art design: a visual feature approach with a CNN-transformer fusion model. - Ming Xu; Jinwei Cui; Xiaoyu Ma; Zhiyi Zou; Zhisheng Xin; Muhammad Bilal 012 (PeerJ Comput. Sci., 2024)

Identifying Spatial Domains by Fusing Spatial Transcriptomics and Histological Images Through Contrastive Learning. - Li Xue; Xiao Liang; Bo Wang; Wei Liu; Zhiyi Zou; Qiu Xiao; Nguyen Hoang Tu; Jiawei Luo 001 (ICIC (28), 2025)

scTrans: Sparse attention powers fast and accurate cell type annotation in single-cell RNA-seq data. - Zhiyi Zou; Ying Liu 027; Yuting Bai; Jiawei Luo 001; Zhaolei Zhang (PLoS Comput. Biol., 2025)