Hu Wang
I am a research scientist working with Prof. Mohammad Yaqub at MBZUAI (Ranked 11th in AI globally). Previously, I worked as a research fellow at AIML, Adelaide University with Prof. Gustavo Carneiro. I received my Ph.D. degree advised by Prof. Chunhua Shen and Prof. Qi Wu at Adelaide University. Before that, I worked with Prof. Steven Hoi on at SMU, LARC cofounded by CMU. In August 2023, our Imagendo work was awarded the Eureka Prize (Australia premier national science award). Research interests: Medical AI, Multi-modal Learning, Reinforcement Learning, AI Security, etc.

Full Publication List

Services

  • Serving as an Area Chair (AC) of International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI)
  • Serving as an Area Chair (AC) of International Joint Conference on Neural Networks (IJCNN)
  • Organizing MBZUAI Computer Vision Department Weekly Morning Seminar at semester1 of 2025 (on going).
  • Organized MBZUAI Computer Vision Department Weekly Morning Seminar at semester2 of 2024.
  • Reviewing Services: TPAMI, CVPR, ECCV, NeurIPS, KDD, AAAI, MICCAI, ACL, EMNLP, TNNLS, TIP, ACCV, ECML/PKDD, DICTA, ICIG, ADMA

Awards

  • Eureka Prize for Innovative Use of Technology 2023.
  • Robinson Research Institute 2023 Travel Grant, Early Career Researcher Award.
  • The University of Adelaide Ph.D. Scolarship 2018.
  • Samsung Scolarship 2015.

Teaching

Supervision

  • Hanwen Wang (Ph.D. student at the University of Adelaide, co-supervising with Dr. Tim Chen).
  • Maxim Popov (master student at MBZUAI, co-supervising with Prof. Mohammad Yaqub).
  • Maryam Arjemandi (master student at MBZUAI, co-supervising with Prof. Mohammad Yaqub).
  • Dongli He (master student at MBZUAI, co-supervising with Prof. Mohammad Yaqub).
  • Shamsa (master student at MBZUAI, co-supervising with Prof. Mohammad Yaqub).
  • Yuan Zhang (Ph.D. student at the University of Adelaide, co-supervising with Prof. Gustavo Carneiro).
  • Renjie Wu (master student at the University of Adelaide, co-supervising with Dr. Tim Chen).
  • Zihan Wang (master student at the University of Adelaide, co-supervised with Dr. Jason Xue).
  • David Butler (master student at the University of Adelaide, co-supervised with Prof. Gustavo Carneiro).

Books

    A Guide for Advanced C++ Programming. link.

Online Tutorials

Selected Publications

Rethinking Weight-Averaged Model-merging
H Wang, C Ma, I Almakky, I Reid, G Carneiro, M Yaqub
[PDF] [Code]
Code is publicly available now!
Meta-Learned Modality-Weighted Knowledge Distillation for Robust Multi-Modal Learning with Missing Data
H Wang, S Hassan, Y Liu, C Ma, Y Chen, Y Xie, M Salem, Y Tian, J Avery, L Hull, I Reid, M Yaqub, G Carneiro
[PDF] [Code]
Code is publicly available now!
Multi-modal Learning with Missing Modality via Shared-Specific Feature Modelling
H Wang, Y Chen, C Ma, J Avery, L Hull, G Carneiro
Computer Vision and Pattern Recognition 2023 (CVPR 2023)
[PDF] [Code]
Code is publicly available now!
Learnable Cross-modal Knowledge Distillation for Multi-modal Learning with Missing Modality
H Wang, C Ma, J Zhang, Y Zhang, J Avery, L Hull, G Carneiro
Medical Image Computing and Computer-Assisted Intervention 2023 (MICCAI 2023)
[PDF] [Code]
(I would like to release the code, but due to IP restrictions of the Imagendo project, the code is not allowed to be released at this stage. If you would like to consult the code release date in the future, please contact the Imagendo IP Team.)
Uncertainty-aware Multi-modal Learning via Cross-modal Random Network Prediction
H Wang, J Zhang, Y Chen, C Ma, J Avery, L Hull, G Carneiro
European Conference on Computer Vision 2022 (ECCV 2022)
[PDF] [Code]
(I would like to release the code, but due to IP restrictions of the Imagendo project, the code is not allowed to be released at this stage. If you would like to consult the code release date in the future, please contact the Imagendo IP Team.)
Fully Quantized Image Super-Resolution Networks
H Wang, P Chen, B Zhuang, C Shen
ACM Multimedia 2021 (ACMMM 2021)
[PDF] [Code]
Unsupervised Representation Learning by Predicting Random Distances
H Wang, G Pang, C Shen, C Ma
International Joint Conference on Artificial Intelligence 2021 (IJCAI 2020)
[PDF] [Code]
Soft expert reward learning for vision-and-language navigation
H Wang, Q Wu, C Shen
European Conference on Computer Vision 2020 (ECCV 2020)
[PDF] [Code]
Robust Watermarking Using Inverse Gradient Attention
H Zhang*, H Wang*, Y Li, Y Cao, C Shen
International Journal of Intelligent Systems (IJIS)
[PDF] [Code]
Multi-intersection Traffic Optimisation: A Benchmark Dataset and a Strong Baseline
H Wang, H Chen, Q Wu, C Ma, Y Li, C Shen
IEEE Open Journal of Intelligent Transportation System (OJ-ITS)
[PDF] [Code]
Kernel Adversarial Learning for Real-world Image Super-resolution
H Wang, C Ma, J Zhang, G Carneiro
[PDF] [Code]
Multi-document Summarization via Deep Learning Techniques: A Survey
C Ma, WE Zhang, M Guo, H Wang, QZ Sheng
ACM Computing Survey
[PDF]
Data Hiding with Deep Learning: A Survey Unifying Digital Watermarking and Steganography
Z Wang, O Byrnes, H Wang, R Sun, C Ma, H Chen, Q Wu, M Xue
IEEE Transactions on Computational Social Systems (TCSS)
[PDF]
Segment Beyond View: Handling Partially Missing Modality for Audio-Visual Semantic Segmentation
R Wu, H Wang, F Dayoub, H Chen
Association for the Advancement of Artificial Intelligence 2024 (AAAI 2024)
[PDF] [Code]
M4I: Multi-modal Models Membership Inference
P Hu, Z Wang, R Sun, H Wang, M Xue
Neural Information Processing Systems 2022 (NeurIPS 2022)
[PDF] [Code]
A Closer Look at Audio-Visual Semantic Segmentation
Y Chen, Y Liu, H Wang, F Liu, C Wang, G Carneiro
[PDF]
BoMD: Bag of Multi-label Descriptors for Noisy Chest X-ray Classification
Y Chen, F Liu, H Wang, C Wang, Y Tian, Y Liu, G Carneiro
International Conference on Computer Vision 2023 (ICCV 2023)
[PDF]
Multi-view Local Co-occurrence and Global Consistency Learning Improve Mammogram Classification Generalisation
Y Chen, H Wang, C Wang, Y Tian, F Liu, Y Liu, M Elliott, D J. McCarthy, H Frazer, G Carneiro
Medical Image Computing and Computer Assisted Interventions 2022 (MICCAI 2022)
[PDF]
The Effectiveness of Self-supervised Pre-training for Multi-modal Endometriosis Classification
D Butler, H Wang, Y Zhang, M To, J Avery, L Hull, G Carneiro
International Conference of the IEEE Engineering in Medicine and Biology Society 2023 (EMBC 2023)
[PDF]
Distilling Missing Modality Knowledge from Ultrasound for Endometriosis Diagnosis with Magnetic Resonance Images
Y Zhang, H Wang, D Butler, M To, J Avery, L Hull, G Carneiro
International Symposium on Biomedical Imaging 2023 (ISBI 2023, *Best Oral Paper Award)
[PDF]
Oriole: Thwarting Privacy against Trustworthy Deep Learning Models
L Chen, H Wang, B Zi Hao Zhao, M Xue, H Qian
Information Security and Privacy 2021 (ACISP 2021)
[PDF] [Code]
Counting Crowd by Weighing Counts: A Sequential Decision-Making Perspective
H Lu, L Liu, H Wang, Z Cao
IEEE Transactions on Neural Networks and Learning Systems (TNNLS 2022).
[PDF] [Code]
Multi-label thoracic disease image classification with cross-attention networks
C Ma, H Wang, SCH Hoi
Medical Image Computing and Computer Assisted Interventions 2019 (MICCAI 2019)
[PDF]
Randomized online CP decomposition
C Ma, X Yang, H Wang
International Conference on Advanced Computational Intelligence 2018 (ICACI 2018)
[PDF]
A Graphical Programming System (comparable to Lego EV3)
H Wang, L Qin, H Liang, Z Wu, Y Pan, H Han
Patents have been published
[PDF] [Patents]

Patents & Copyrights

  • “A Graphical Programming Multithreading Synchronization Method.” 1 June 2017. Patent (201710405733.7). Software
  • “A Visual Programming Control and Store System.” 30 November 2016. Patent (201611092887.7). Certificate
  • “Dual Mode Video Masked-men Detection Based on Statistical Characteristics.” 20 December 2015. Patent (201510971527.3).
  • “Masked-men Detection Based on Color Features.” 7 July 2015. Patent (201510451280.2).
  • “Intelligent online CP decomposition system”, 16 March 2018, Software copyright (2018SR263150)
  • “Intelligent Masked-Men Detection system.” 26 September 2014. Software copyright (2015SR035707).
  • “ACM/ICPC Online Judge.” 26 March 2014. Software copyright (2015SR035709).

© Hu Wang