Publication

Under Review

• Annoymous
  Submitted (CVPR)
  

• Annoymous
  Submitted (IEEE Transactions on Medical Imaging)
  

• Rethinking Hybrid Convolution- & Vision Transformer-based U-Shape Network with Pixel-Level Feature Learning for Retinal Vessel Segmentation
  Under Review (Engineering Applications of Artificial Intelligence)
  Code

• Deformation-Recovery Diffusion Model (DRDM): Instance Deformation for Image Manipulation and Synthesis
  Under Review (Medical Image Analysis)
  Paper, Code
  

• OC4-ReID: Occluded Cloth-Changing Person Re-Identification
  Under Review (ICASSP)
  Paper, Code
  

• Annoymous
  Under Review (ICASSP)
  

• S4RoboFormer: Scribble-Supervised Segmentation for Surgical Robots via Augmented Consistency Training
  Under Review (ICASSP)
  Code

• Annoymous
  Under Review (Knowledge-Based Systems)
  

• Annoymous
  Under Review (Expert Systems with Applications)
  

• Annoymous
  Under Review (ICASSP)
  

• Annoymous
  Submitted (ISBI)
  

• Weak-Mamba-UNet: Visual Mamba Makes CNN and ViT Work Better for Scribble-based Medical Image Segmentation
  Submitted (Neural Networks)
  Paper, Code

• LV-Mamba: Integrating Denoising Mechanism with Mamba for Improved Segmentation of the Pediatric Echocardiographic Left Ventricle
  International Conference on Medical Imaging and Computer-Aided Diagnosis (MICAD)
  [Paper] in press

• HFENet: High-Frequency Enhanced Network for Shape-aware Segmentation of Left Ventricle in Pediatric Echocardiograms
  International Conference on Pattern Recognition (ICPR)
  [Paper] in press

Journal Papers

• A Survey on Visual Mamba
  Hanwei Zhang, Ying Zhu, Dan Wang, Lijun Zhang, Tianxiang Chen, Ziyang Wang, and Zi Ye
  Applied Sciences
  Paper, Code

• Residual Aligner-based Network (RAN): Motion-Separable Structure for Coarse-to-fine Discontinuous Deformable Registration
  Jianqing Zheng, Ziyang Wang, Baoru Huang, Tonia Vincent, Ngee Han Lim, Bartłomiej W Papież
  Medical Image Analysis
  Paper, Code

• Atrous Residual Interconnected Encoder to Attention Decoder Framework for Vertebrae Segmentation via 3D Volumetric CT Images
  Wenqiang Li, Yuk Ming Tang, Ziyang Wang, Kai Ming Yu, Suet To
  Engineering Applications of Artificial Intelligence
  Paper

• Simultaneous Depth Estimation and Surgical Tool Segmentation in Laparoscopic Images
  Baoru Huang, Anh Nguyen, Siyao Wang, Ziyang Wang, Erik Mayer, David Tuch, Kunal Vyas, Stamatia Giannarou, Daniel S Elson
  IEEE Transactions on Medical Robotics and Bionics
  Paper

• Dealing with Unreliable Annotations: A Noise-Robust Network for Semantic Segmentation through A Transformer-Improved Encoder and Convolution Decoder
  Ziyang Wang, Irina Voiculescu
  Applied Sciences
  Paper, Code, [100% APC Discount]

• MixSegNet: Fusing Multiple Supervisory Signals with Multiple Views of Networks for Mixed-Supervised Medical Image Segmentation
  Ziyang Wang, Chen Yang
  Engineering Applications of Artificial Intelligence
  Paper, Code

• TriConvUNeXt: A Pure CNN-based Lightweight Symmetrical Network for Biomedical Image Segmentation
  Chao Ma, Yuan Gu, Ziyang Wang*
  Journal of Imaging Informatics in Medicine
  Paper, Code

• GaitFormer: Leveraging Dual-Stream Spatial-Temporal Vision Transformer via a Single Low-Cost RGB Camera for Clinical Gait Analysis
  Jiabao Li, Ziyang Wang* , Chengjun Wang, Wenhang Su
  Knowledge-Based Systems
  Paper

• MCV-UNet: A Modified Symmetrical Hybrid Encoder-Decoder Network with Multi-Scale Information Fusion for Ultrasound Image Semantic Segmentation
  Zihong Xu, Ziyang Wang*
  PeerJ Computer Science
  Paper, Code

• Semi-Mamba-UNet: Pixel-Level Contrastive Cross-Supervised Visual Mamba-based UNet for Semi-Supervised Medical Image Segmentation
  Chao Ma, Ziyang Wang*
  Knowledge-Based Systems
  Paper, Code

• Unveiling Breast Cancer Risk Profiles: A Comprehensive Survival Clustering Analysis Empowered by an Online Web Application
  Yuan Gu, Mingyue Wang, Yishu Gong, Xin Li, Ziyang Wang, Yuli Wang, Song Jiang, Dan Zhang, Chen Li
  Future Oncology
  Paper, Code

• Exploring Longitudinal MRI-Based Deep Learning Analysis in Parkinson’s Patients - A Short Survey Focus on Handedness
  Yuan Gu, Ziyang Wang, Yuli Wang, Yishu Gong, Chen Li
  Cancer Insight
  Paper

Conference Papers

• Quadruple-Consistency Vision Transformer for Medical Image Segmentation with Limited Number of Sparse Annotations
  IEEE Conference on Image Processing (ICIP)
  Yufan Liu, Ziyang Wang* , Tianxiang Chen, Ye Zi
  Paper, Code

• Dual-Contrastive Dual-Consistency Dual-Transformer: A Semi-Supervised Approach to Medical Image Segmentation
  Ziyang Wang, Congying Ma
  International Conference on Computer Vision (ICCV)
  Paper, Code

• Exigent Examiner and Mean Teacher: A Novel 3D CNN-based Semi-Supervised Learning Framework for Brain Tumor Segmentation
  Ziyang Wang, Irina Voiculescu
  International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI) Workshop
  Paper, Code

• Weakly Supervised Medical Image Segmentation through Dense Combinations of Dense Pseudo−Labels
  Ziyang Wang, Irina Voiculescu
  International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI) Workshop
  Paper, Code, [Best Paper Award]

• Densely Connected Swin-UNet for Multiscale Information Aggregation in Medical Image Segmentation
  Ziyang Wang, Meiwen Su, Jianqing Zheng, Yang Liu
  IEEE Conference on Image Processing (ICIP)
  Paper, Code

• Weakly-Supervised Self-Ensembling Vision Transformer for MRI Cardiac Segmentation
  Ziyang Wang, Haodong Zhang, Yang Liu
  IEEE Conference on Artificial Intelligence (CAI)
  Paper, Code

• An Uncertainty-Aware Transformer for MRI Cardiac Semantic Segmentation via Mean Teachers
  Ziyang Wang, Jianqing Zheng, Irina Voiculescu
  Annual Conference on Medical Image Understanding and Analysis (MIUA)
  Paper, Code

• Recursive Deformable Image Registration Network with Mutual Attention
  Jianqing Zheng, Ziyang Wang, Baoru Huang, Tonia Vincent, Ngee Han Lim, Bartłomiej W Papież
  Annual Conference on Medical Image Understanding and Analysis (MIUA)
  Paper

• Triple-View Feature Learning for Medical Image Segmentation
  Ziyang Wang, Irina Voiculescu
  International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI) Workshop
  Paper, Code

• Computationally-Efficient Vision Transformer for Medical Image Semantic Segmentation via Dual Pseudo-Label Supervision
  Ziyang Wang, Nanqing Dong, Irina Voiculescu
  IEEE International Conference on Image Processing (ICIP)
  Paper, Code, [IEEE Travel Award]

• Adversarial Vision Transformer for Medical Image Semantic Segmentation with Limited Annotations
  Ziyang Wang, Chengkuan Zhao, Zixuan Ni
  33rd British Machine Vision Conference (BMVC)
  Paper, Supplementary, Code

• When CNN Meet with ViT: Towards Semi-Supervised Learning for Multi-Class Medical Image Semantic Segmentation
  Ziyang Wang, Tianze Li, Jian-Qing Zheng, Baoru Huang
  European Conference on Computer Vision (ECCV)
  Paper, Code

• RAR-U-Net: a Residual Encoder to Attention Decoder by Residual Connections Framework for Spine Segmentation under Noisy Labels
  Ziyang Wang, Zhengdong Zhang, Irina Voiculescu
  IEEE International Conference on Image Processing (ICIP)
  Paper, Code

• Quadruple Augmented Pyramid Network for Multi-class COVID-19 Segmentation via CT
  Ziyang Wang, Irina Voiculescu
  43nd Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)
  Paper, Code

• A Single RGB Camera based Gait Analysis with a Mobile Tele-Robot for Healthcare
  Ziyang Wang, Deligianni Fani, Irina Voiculescu, GZ Yang
  43nd Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)
  Paper, Code

• A Novel and Efficient Tumor Detection Framework for Pancreatic Cancer via CT Images
  Zhengdong Zhang, Shuai Li, Ziyang Wang, Yun Lu
  42nd Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)
  Paper

Preprint

• Deep Learning in Medical Ultrasound Image Segmentation: A Review
  Ziyang Wang
  Paper

• Residual Aligner Network
  Jianqing Zheng, Ziyang Wang, Baoru Huang, Tonia Vincent, Ngee Han Lim, Bartłomiej W Papież
  Paper, Code

• Longitudinal Analysis of Step Counts in Parkinson Disease Patients: Insights from a Web-Based Application
  Yishu Gong, Yuli Wang, Ziyang Wang, Xin Li, Yuan Gu
  Paper, Code

• Mamba-UNet: UNet-Like Pure Visual Mamba for Medical Image Segmentation
  Ziyang Wang, Jianqing Zheng, Yichi Zhang, Ge Cui, Lei Li
  Paper, Code

• VMambaMorph: a Multi-Modality Deformable Image Registration Framework based on Visual State Space Model with Cross-Scan Module
  Ziyang Wang, Jianqing Zheng, Chao Ma, Tao Guo
  Paper, Code

• Deformation-Recovery Diffusion Model (DRDM): Instance Deformation for Image Manipulation and Synthesis
  Jian-Qing Zheng, Yuanhan Mo, Yang Sun, Jiahua Li, Fuping Wu, Ziyang Wang, Tonia Vincent, Bartłomiej W. Papież
  Paper, Code
  

• OC4-ReID: Occluded Cloth-Changing Person Re-Identification
  Zhihao Chen, Yiyuan Ge, Ziyang Wang* , Jiaju Kang, Mingya Zhang
  Paper, Code
  

Patent

• TBC Pending

• TBC Pending