The MIRACLE Lab

Medical Imaging & Robotics with AI for Clinical Excellence

Let's Start

Medical Image Analysis

  • Medical Image Segmentation
  • Medical Image Registration
  • Medical Image Inpainting
  • Object Detection
  • Low-Level Vision

Medical Robotics

  • Depth Estimation
  • Human Gait Analysis
  • TeleRobot
  • Surgical Robot
  • iOS Development

Projects

Project 1
Machine Vision

People: Ziyang Wang

Since: 2017

Output 33 Conference and Journal papers.

Project 2
Surgical AI

People: Ziyang Wang

Since: 2022

Output: 4 Conference and Journal papers.

Project 3
Human Motion Analysis

People: Ziyang Wang

Since: 2017

Output: 3 Conference and Journal Papers

Project 5
Medical Image Analysis

People: Ziyang Wang

Since: 2019

Output: 43 Conference and Journal Papers

Project 8
Multi AI Agent System

People: Ziyang Wang

Since: 2024

Output: TBC

Project 9
Healthcare Robot

People: Ziyang Wang

Since: 2024

Output: 3 papers.

Project 12
Low-Level Vision

People: Ziyang Wang

Since: 2024

Output: 3 Papers.

Project 13
Climate Forecasting

People: Ziyang Wang

Since: 2024

Output: 3 Journal Papers.


Teams

Principal Investigator

Members

Member phd1
Minghan Lin
Incoming PhD
Member phd2
Javed Hossain
Incoming PhD
Member phd3
Shaoyue Wang
Incoming PhD
Member ra1
Guanyi Du
Research Assistant
Member ra2
Saeed Moosivand
Research Assistant
Member 1
Steven Wu
Research Assistant
Member 1
Chengyi Zhang
Research Assistant
Member 1
Yiwen Zhou
Research Assistant
Member 1
Ziru Wang
Research Assistant

Alumni

Alumni 1
Liu Yang
Now at Noitom 🇨🇳
Alumni 1
Zixuan Ni
Now at Part and Sum 🇺🇸
Alumni 1
Chengkuan Zhao
Now at RIT 🇺🇸
Alumni 1
Yufan Liu
Now at CMU 🇺🇸
Alumni 1
Guan Du
Now at Xunlei 🇨🇳
Alumni 1
Chen Yang
Now at NUS 🇸🇬
Alumni 1
Tianze Li
Now at Imperial College London 🇬🇧
Alumni 1
Mercy Su
Now at HKU 🇭🇰
Alumni 1
Haodong Zhang
Now at UC Irvine 🇺🇸
Alumni 1
Zihong Xu
Now at Peking Uni 🇨🇳
Alumni 1
Jiabao Li
Now at AHPU 🇨🇳
Alumni 1
Chao Ma
Now at XJU 🇨🇳
Alumni 1
Zhihao Chen
Now at BUPT 🇨🇳

News

Role: Editorial Board
Journal: Digital Health

Paper Title: Climate Temporal Temperature Prediction via an Interpretable Kolmogorov-Arnold Neural Network
Journal: IEEE TIM

Title: Resource‑ and Energy‑Aware Multi‑Robot Operations: Scheduling, Recharging, and Long‑Horizon Persistence
Journal: Frontiers – Frontiers in Radiology
Submission Deadline: 30 Apr 2026
Guest Editors: Ziyang Wang, Jay Wang, Zhuangzhuang Dai, Pian Yu, Qingbiao Li
More Info

Role: Editorial Board
Journal: Neurocomputing

Title: Time Series Forecasting and Soft Sensing for Climate Modeling and Applications
Journal: MDPI – Applied Sciences
Submission Deadline: 20 April 2026
Guest Editors: Ziyang Wang, Yifan Zhao, Yongxiang Lei
More Info

Title: Toward Real-World Deployment: Trends in Autonomous Field Robotics
Journal: MDPI – Machines
Submission Deadline: 30 April 2026
Guest Editors: Jay Wang, Ziyang Wang
More Info

Title: Sustainable, Safe, and Eco-Conscious AI for Medical Image Analysis
Journal: Frontiers – Frontiers in Radiology
Submission Deadline: 1 June 2026
Guest Editors: Ziyang Wang, Qianhui Men, Zeju Li, Fangyijie Wang
More Info

Role: Reviewer
Journal: Engineering

Role: Editorial Review Board
Journal: International Journal of Advanced Robotic Systems

Paper Title: Triple-Residual Enhanced Convolution- and Transformer-Based Hybrid Encoder-Decoder Network for Medical Image Segmentation
Journal: Neurocomputing

Paper Title: S4RoboFormer: Scribble-Supervised Segmentation for Surgical Robots via Augmented Consistency Training
Journal: IEEE Transactions on Medical Robotics and Bionics

Paper Title: Learning an Efficient Optimizer via Hybrid-Policy Sub Trajectory Balance
Conference: 28th European Conference on Artificial Intelligence

Paper Title: Tem2-KAN: Data-driven temporal temperature prediction via an improved Kolmogorov–Arnold network
Journal: ISA Transactions

Paper Title: Zig-RiR: Zigzag RWKV-in-RWKV for Efficient Medical Image Segmentation
Journal: IEEE Transactions on Medical Imaging
More Info

Title: Fractional and Fractal Methods in Biomedical Imaging and Time Series Learning
Journal: MDPI – Fractal and Fractional
Submission Deadline: 31 August 2026
Guest Editors: Ziyang Wang, Jiabao Li, Chengjun Wang
More Info

Title: Fostering Trustworthy Artificial Intelligence in Medical Imaging
Journal: Frontiers – Frontiers in Medicine
Submission Deadline: 20 December 2025
Guest Editors: Yanda Meng, Meng Wang, Ke Zou, Ziyang Wang
More Info

Title: Multimodal Learning for Visual Intelligence: From Emerging Techniques to Real-World Applications
Journal: Elsevier – Journal of Visual Communication and Image Representation
Submission Deadline: 30 November 2025
Guest Editors: Guanghui Yue, Weide Liu, Ziyang Wang, Hadi Amirpour, Zhedong Zheng, Wei Zhou
More Info

Talk Title: AI for Healthcare
Location: University of Exeter, UK
Speaker: Ziyang Wang

Talk Title: AI for Healthcare
Location: University College Dublin, Ireland
Speaker: Ziyang Wang

Fellowship
Awarded By: Deutscher Akademischer Austauschdienst (DAAD) Germany
More Info

Fellowship
Awarded By: Outstanding Young Scholar Society UK
More Info

Role: Reviewer
Journal: Nature Communications

Paper Title: Weakly Supervised Medical Image Segmentation through Dense Combinations of Dense Pseudo-Labels
Awarded By: MICCAI Data Engineering in Medical Imaging (DEMI) 2023
More Info

Role: Secretary General
Society: Xi'an Jiaotong University United Kingdom Alumni Association

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