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Pathway-Aware Multimodal Transformer (PAMT): Integrating Pathological Image and Gene Expression for Interpretable Cancer Survival Analysis 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2026, 卷号: 48, 期号: 1, 页码: 896-913
作者:  Yan, Rui;  Zhang, Xueyuan;  Jiang, Zihang;  Wang, Baizhi;  Bian, Xiuwu;  Ren, Fei;  Zhou, S. Kevin
收藏  |  浏览/下载：0/0  |  提交时间：2026/05/25
Pathology  Cancer  Transformers  Feature extraction  Data models  Biological system modeling  Analytical models  Deep learning  Semantics  Multimodal transformer  model interpretability  survival analysis  pathological image analysis  gene expression  gene expression  
Computational pathology in precision oncology: Evolution from task-specific models to foundation models 期刊论文
CHINESE MEDICAL JOURNAL, 2025, 卷号: 138, 期号: 22, 页码: 2868-2878
作者:  Wang, Yuhao;  Gu, Yunjie;  Zhang, Xueyuan;  Wang, Baizhi;  Wang, Rundong;  Li, Xiaolong;  Liu, Yudong;  Qu, Fengmei;  Ren, Fei;  Yan, Rui;  Zhou, S. Kevin
收藏  |  浏览/下载：0/0  |  提交时间：2026/05/25
Computational pathology  Artificial intelligence  Deep learning  Foundation models  Precision oncology  
Single Inspiratory Chest CT-based Generative Deep Learning Models to Evaluate Functional Small Airways Disease 期刊论文
RADIOLOGY-ARTIFICIAL INTELLIGENCE, 2025, 卷号: 7, 期号: 5, 页码: 11
作者:  Zhang, Di;  Zhao, Mingyue;  Zhou, Xiuxiu;  Li, Yiwei;  Guan, Yu;  Xia, Yi;  Zhang, Jin;  Dai, Qi;  Zhang, Jingfeng;  Fan, Li;  Zhou, S. Kevin;  Liu, Shiyuan
收藏  |  浏览/下载：0/0  |  提交时间：2026/05/25
3DGR-CT: Sparse-view CT reconstruction with a 3D Gaussian representation 期刊论文
MEDICAL IMAGE ANALYSIS, 2025, 卷号: 103, 页码: 14
作者:  Li, Yingtai;  Fu, Xueming;  Li, Han;  Zhao, Shang;  Jin, Ruiyang;  Zhou, S. Kevin
收藏  |  浏览/下载：36/0  |  提交时间：2025/06/25
Sparse-view computed tomography  CT reconstruction  3D Gaussian representation  
Deep generalizable prediction of RNA secondary structure via base pair motif energy 期刊论文
NATURE COMMUNICATIONS, 2025, 卷号: 16, 期号: 1, 页码: 13
作者:  Zhu, Heqin;  Tang, Fenghe;  Quan, Quan;  Chen, Ke;  Xiong, Peng;  Zhou, S. Kevin
收藏  |  浏览/下载：22/0  |  提交时间：2025/12/03
O-PRESS: Boosting OCT axial resolution with Prior guidance, Recurrence, and Equivariant Self-Supervision 期刊论文
MEDICAL IMAGE ANALYSIS, 2025, 卷号: 99, 页码: 16
作者:  Li, Kaiyan;  Yang, Jingyuan;  Liang, Wenxuan;  Li, Xingde;  Zhang, Chenxi;  Chen, Lulu;  Wu, Chan;  Zhang, Xiao;  Xu, Zhiyan;  Wang, Yueling;  Meng, Lihui;  Zhang, Yue;  Chen, Youxin;  Zhou, S. Kevin
收藏  |  浏览/下载：83/0  |  提交时间：2024/12/06
Retinal imaging  OCT image reconstruction  Resolution  Self-supervised learning  Prior guidance  
LACOSTE: Exploiting stereo and temporal contexts for surgical instrument segmentation 期刊论文
MEDICAL IMAGE ANALYSIS, 2025, 卷号: 99, 页码: 15
作者:  Wang, Qiyuan;  Zhao, Shang;  Xu, Zikang;  Zhou, S. Kevin
收藏  |  浏览/下载：52/0  |  提交时间：2025/06/25
Surgical data science  Stereo-temporal modeling  Set classifier  Query-based segmentation  Transformer  
Unified Multi-Modal Image Synthesis for Missing Modality Imputation 期刊论文
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2025, 卷号: 44, 期号: 1, 页码: 4-18
作者:  Zhang, Yue;  Peng, Chengtao;  Wang, Qiuli;  Song, Dan;  Li, Kaiyan;  Zhou, S. Kevin
收藏  |  浏览/下载：35/0  |  提交时间：2025/06/25
Image synthesis  Imputation  Medical diagnostic imaging  Task analysis  Streams  Training  Feature extraction  Medical image synthesis  multi-modal images  data imputation  
IGU-Aug: Information-Guided Unsupervised Augmentation and Pixel-Wise Contrastive Learning for Medical Image Analysis 期刊论文
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2025, 卷号: 44, 期号: 1, 页码: 154-164
作者:  Quan, Quan;  Yao, Qingsong;  Zhu, Heqin;  Zhou, S. Kevin
收藏  |  浏览/下载：58/0  |  提交时间：2025/06/25
Contrastive learning  Task analysis  Data augmentation  Semantics  Training  Feature extraction  Image segmentation  data augmentation  few-shot learning  landmark detection  segmentation  
CCA-Net: Zero-Shot SSVEP Classification via an Integration of Canonical Correlation Analysis and Deep Neural Network 期刊论文
IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2025, 卷号: 74, 页码: 11
作者:  Deng, Yang;  Ji, Zhiwei;  Wang, Yijun;  Zhou, S. Kevin
收藏  |  浏览/下载：24/0  |  提交时间：2025/12/03
Brain-computer interface (BCI)  canonical cor relation analysis (CCA)  deep neural network (DNN)  steady-state visual evoked potential (SSVEP)  steady-state visual evoked potential (SSVEP)  zero-shot learning  zero-shot learning  zero-shot learning