Publications
A collection of my research work.
Rethinking Pathology Image Analysis through Shuffling
Z. Liu, T. Zhang, B. K. Chen, Y. Feng, S. Lyu, Y. Lei, N. Ying, Y. Feng, Y. Zhao, P. Zhang, F. Song, C. Ma, Y. He, K. Kawaguchi, H. K. Lee, Y. Jin, G. Zhang
npj Biomedical Innovations 2026
Establish pathoentity shuffling as an effective principle for pathological image analysis.
Cellflow: Advancing pathological image augmentation from spatial views to temporal trajectories
Z. Liu, T. Zhang, Y. He, B. Wen, H. Guo, P. Zhang, C. Ma, S. Lyu, Y. Feng, Y. Zhao, Y. Jin, D. Zhao, G. Zhang
Medical Image Analysis 2026
A temporal-aware generative framework for pathological image augmentation.
Advances in Near-Infrared Fluorescence Imaging for Biomedicine
H. Wu, X. Li, Z. Liu, F. Song, R. Cai, H. Chen, G. Zhang
Coordination Chemistry Reviews 2026
PathAgentBench: Benchmarking Evidence-Seeking Vision-Language Models on Whole-Slide Pathology Image
D. Liao, T. Zhang, Y. Wu, X. Zhang, Q. Xue, Z. Liu, D. Zhao, L. Cai, Y. Jin
arXiv preprint arXiv:2607.19261 2026
Enhancing Pathological VLMs with Cross-Scale Reasoning
C. Phan, T. Zhang, Q. Xue, Y. Wu, D. Hu, Z. Liu, S. Wang, Y. Jin
arXiv preprint arXiv:2606.17412 2026
PathRWKV: Enhancing Whole Slide Image Inference with Asymmetric Recurrent Modeling
T. Zhang, S. Chen, B. Kang, D. Liao, Q. Xue, B. Zhang, F. Xia, Z. Liu, Y. Jin
IEEE Transactions on Medical Imaging 2026
Geometry-Aware State Space Model: A New Paradigm for Whole-Slide Image Representation
E. Chai, S. Chen, T. Zhang, C. Wong, K. Huang, Z. Liu, F. Xia
arXiv preprint arXiv:2605.05164 2026
DiffBulk: Enhancing Spatial Transcriptomic Prediction with Diffusion-Based Training
B. Zhang, T. Zhang, Q. Xue, Z. Liu, D. Liao, T. Antoni, Y. H. T. Grace, S. Chen, others
IEEE Transactions on Medical Imaging 2026
MambaBack: Bridging Local Features and Global Contexts in Whole Slide Image Analysis
S. Chen, C. Wong, T. Zhang, E. Chai, Z. Liu, F. Xia
arXiv preprint arXiv:2604.15729 2026
SV-FMT-DualDiff: Dual-Path Conditional Diffusion for Single-View Tomography
R. Cai, H. Wu, Z. Liu, J. Liu, H. Guo, B. Wen, G. Zhang
IEEE Transactions on Computational Imaging 2026
StainExpert: A Unified Multi-Expert Diffusion Framework for Multi-Target Pathological Stain Translation
Z. Liu, Y. He, T. Zhang, C. Ma, F. Song, H. Wu, R. Cai, H. Guo, B. Wen, H. Zhang, P. Zhang, D. Zhao, G. Zhang
IEEE Transactions on Medical Imaging 2025
A multi-expert diffusion framework for translating one pathological stain to multiple target stains.
CGCA-KAN: Correction-Guided Cluster-Aware Attention and KAN Enhanced Architecture for Medical Image Segmentation
P. Zhang, Y. Wu, C. Liu, H. Zhao, X. Liu, Z. Liu, G. Zhang, W. Wang
2025 IEEE International Conference on Bioinformatics and Biomedicine 2025
OptiPathD: A Capacity-Optimized Diffusion Foundation Model for Pathology Image Generation
Z. Liu, B. Wen, T. Zhang, P. Zhang, Y. He, C. Ma, H. Guo, N. Ying, S. Lyu, others
2025 IEEE International Conference on Bioinformatics and Biomedicine 2025
Mutual Transfer Learning for Cuff-Less Blood Pressure Estimation Using Photoplethysmography-Based Visibility Graphs
C. Ma, Z. Liu, P. Zhang, L. Guo, H. Zhang, Z. Liu, G. Zhang
Engineering Applications of Artificial Intelligence 2025
CPIA Dataset: A Large-Scale Comprehensive Pathological Image Analysis Dataset for Self-Supervised Learning Pre-Training
N. Ying, Y. Lei, T. Zhang, S. Lyu, S. Chen, Z. Liu, Y. Feng, Y. Zhao, G. Zhang
Biomedical Signal Processing and Control 2025
Advances of Fluorescence Molecular Imaging: NIR-II Window, Probes, and Tomography
F. Song, P. Zhang, H. Wu, C. Ma, Z. Liu, R. Cai, Y. Feng, Y. He, X. Dong, Y. Tian, G. Zhang
Laser & Photonics Reviews 2025
Non-Invasive Anatomical Level Cerebrovascular Imaging of Mice Using Diffusion Model-Enhanced Fluorescence Imaging
H. Wu, Y. He, Z. Liu, P. Zhang, F. Song, C. Ma, R. Cai, G. Zhang
Laser & Photonics Reviews 2025
Unpuzzle: A Unified Framework for Pathology Image Analysis
D. Liao, S. Chen, N. Xi, Q. Xue, J. Li, L. Hou, Z. Liu, C. H. Low, Y. Wu, Y. Liu, others
arXiv preprint arXiv:2503.03152 2025
Generating Progressive Images from Pathological Transitions via Diffusion Model
Z. Liu, T. Zhang, Y. He, G. Zhang
International Conference on Medical Image Computing and Computer-Assisted Intervention 2024
STP: Self-Supervised Transfer Learning Based on Transformer for Noninvasive Blood Pressure Estimation Using Photoplethysmography
C. Ma, P. Zhang, H. Zhang, Z. Liu, F. Song, Y. He, G. Zhang
Expert Systems with Applications 2024
PST-Diff: Achieving High-Consistency Stain Transfer by Diffusion Models with Pathological and Structural Constraints
Y. He, Z. Liu, M. Qi, S. Ding, P. Zhang, F. Song, C. Ma, H. Wu, R. Cai, Y. Feng, H. Zhang, T. Zhang, G. Zhang
IEEE Transactions on Medical Imaging 2024
UPR-BP: Unsupervised Photoplethysmography Representation Learning for Noninvasive Blood Pressure Estimation
C. Ma, P. Zhang, F. Song, Z. Liu, Y. Feng, Y. He, G. Zhang
IEEE Transactions on Artificial Intelligence 2024
PuzzleTuning: Explicitly Bridge Pathological and Natural Image with Puzzles
T. Zhang, S. Lyu, Y. Lei, S. Chen, N. Ying, Y. He, Y. Zhao, Y. Feng, H. K. Lee, others
arXiv preprint arXiv:2311.06712 2023
Enhanced On-Chip Modification and Intracellular Hydrogen Peroxide Detection via Gigahertz Acoustic Streaming Microfluidic Platform
F. Zhu, Z. Liu, X. Wu, D. Xu, Q. Li, X. Chen, W. Pang, X. Duan, Y. Wang
Ultrasonics Sonochemistry 2023
SVRNet: First Investigation of Single-View Reconstruction Network for Fluorescence Molecular Tomography
P. Zhang, C. Ma, F. Song, Z. Liu, H. Wu, Y. Feng, Y. He, D. Wang, G. Zhang
IEEE Transactions on Computational Imaging 2023
Robust Reconstruction of Fluorescence Molecular Tomography Based on Adaptive Adversarial Learning Strategy
P. Zhang, F. Song, C. Ma, Z. Liu, H. Wu, Y. Sun, Y. Feng, Y. He, G. Zhang
Physics in Medicine & Biology 2023
Multi-Attention Prior Based Residual Encoder-Decoder Network for Fast and Accurate Reconstruction in Fluorescence Molecular Tomography
P. Zhang, F. Song, C. Ma, Z. Liu, G. Zhang
Third International Conference on Computer Science and Communication Technology 2022
Multi-Branch Attention Prior Based Parameterized Generative Adversarial Network for Fast and Accurate Limited-Projection Reconstruction in Fluorescence Molecular Tomography
P. Zhang, C. Ma, F. Song, Z. Liu, Y. Feng, Y. Sun, Y. He, F. Liu, D. Wang, others
Biomedical Optics Express 2022
In Vivo Accurate Detection of the Liver Tumor with Pharmacokinetic Parametric Images from Dynamic Fluorescence Molecular Tomography
F. Liu, P. Zhang, Z. Liu, F. Song, C. Ma, Y. Sun, Y. Feng, Y. He, G. Zhang
Journal of Biomedical Optics 2022