Since September 2021, I have been studying for a Ph.D. degree in Control Science and Engineering at the College of Intelligence Science and Technology of National University of Defense Technology (NUDT) under the supervision of Prof. Dewen Hu and Prof. Li Liu. In addition, from 2022 to 2024, I worked as a visiting researcher collaborating with Prof. Matti Pietikäinen and Prof. Olli Silven at the Center for Machine Vision and Signal Analysis, University of Oulu, Finland. Before that, I received my Bachelor’s degree in Automation from Hefei University (HFU) in 2018 and received my Master’s degree in Biomedical Engineering from Northeastern University (NEU) in 2021 under the supervision of Prof. Chen Li. My research interests include computer vision, pattern recognition, and deep learning.
🔥 News
- 2024/11/11: ✨✨✨ One paper is accepted by IEEE Transactions on Neural Networks and Learning Systems.
- 2024/09/08: 🎉🎉🎉 One paper is accepted by IEEE Journal of Biomedical and Health Informatics.
- 2024/04/08: 🥳🥳🥳 One undergraduate’s paper is accepted by Engineering Applications of Artificial Intelligence.
- 2024/03/18: 🔥🔥🔥 One paper enters the top 1‰ of Computer Science field (ESI Hot Paper and Highly Cited Paper).
- 2024/03/18: 🏆🏆🏆 One paper enters the top 1% of Engineering field (ESI Highly Cited Paper).
- 2022/06/02: 🎊🎊🎊 Awarded the Outstanding Master’s Thesis of Liaoning Province.
- 2021/12/20: ✨✨✨ Awarded the Outstanding Master’s Thesis of Northeastern University.
📝 Publications
(* corresponding author)
A Forward and Backward Compatible Framework for Few-shot Class-incremental Pill Recognition
Jinghua Zhang, Li Liu, Kai Gao, Dewen Hu
in IEEE Transactions on Neural Networks and Learning Systems, 2024
[Paper]
[Bibtex]
Few-shot Class-incremental Learning for Retinal Disease Recognition
Jinghua Zhang, Peng Zhao, Yongkun Zhao, Chen Li, Dewen Hu
in IEEE Journal of Biomedical and Health Informatics, 2024
[Paper]
[Bibtex]
Deep Learning for Liver Cancer Histopathology Image Analysis: A Comprehensive Survey
Haoyang Jiang, Yimin Yin, Jinghua Zhang*, Wanxia Deng, Chen Li
in Engineering Applications of Artificial Intelligence, 2024.
[Paper]
[Bibtex]
Jinghua Zhang, Chen Li, Yimin Yin, Jiawei Zhang, Marcin Grzegorzek
in Artificial Intelligence Review, 2022.
[Paper]
[Bibtex]
[ESI Hot Paper and Highly Cited Paper]
LCU-Net: A Novel Low-cost U-Net for Environmental Microorganism Image Segmentation
Jinghua Zhang, Chen Li, Sergey Kosov, Marcin Grzegorzek, Kimiaki Shirahama, Tao Jiang, Changhao Sun, Zihan Li, Hong Li
in Pattern Recognition, 2021
[Paper]
[Bibtex]
[Code]
[ESI Highly Cited Paper]
A Multiscale CNN-CRF Framework for Environmental Microorganism Image Segmentation
Jinghua Zhang, Chen Li, Frank Kulwa, Xin Zhao, Changhao Sun, Zihan Li, Tao Jiang, Hong Li, Shouliang Qi
in BioMed Research International, 2020
[Paper]
[Bibtex]
[Code]
📌 Papers under Review
- Jinghua Zhang, Li Liu, Olli Silvén, Matti Pietikäinen, Dewen Hu, Few-shot Class-incremental Learning: A Survey, IEEE TPAMI, Major Revision
- Jinghua Zhang, Yimin Yin, Haoling Liu, Dewen Hu, BiCFF: Bidirectional-compatible Fine-grained Framework for Few-shot Class-incremental Learning, EAAI, Under Review
- Yimin Yin, Renye Zhang, Pengfei Liu, Wanxia Deng, Siliang He, Chen Li, Jinghua Zhang*, Artificial Neural Networks for Finger Vein Recognition: A Survey, EAAI, Major Revision
- Yimin Yin, Siliang He, Renye Zhang, Hongli Chang, Jinghua Zhang*, Deep Learning for Iris Recognition: A Review, NCAA, Major Revision
- Renye Zhang, Yimin Yin, Jinghua Zhang*, Partitioned Memory Storage Inspired Few-Shot Class-Incremental learning, IEEE SPL, Under Review
📄 Patents
- 李晨，张敬华，李宏，一种多尺度串行的卷积深度学习显微图像分割方法, ZL201910533172.8, [已授权]
- 胡德文，张敬华，刘丽，结构化平面物体识别模型训练及识别方法, 202310381173.1, [已受理]
- 胡德文，张敬华，高凯，刘丽，结构化平面物体识别模型训练及识别方法、电子设备, 202310389606.8, [已受理]
💻 Software Copyrights
- 李晨，张敬华，许宁，赵文伟，孙昌浩，图像预处理教学演示软件V1.0, 2019SR0102261, [已登记]
- 李晨，张敬华，许宁，计算机图像分割评价指标计算及其可视化软件V1.0, 2019SR0692603, [已登记]
- 李晨，张敬华，李宏，基于卷积神经网络U-Net的环境微生物显微图像分割软件1.0, 2019SR0831957, [已登记]
- 李晨，张敬华，李宏，基于VGG16迁移学习的环境微生物显微图像像素块分类软件V1.0, 2019SR1130819, [已登记]
- 李晨，张敬华，李宏，基于卷积神经网络mU-B1-Net的环境微生物品微图像分割软件V1.0, 2019SR1130829, [已登记]
- 李晨，张敬华，睿仟基于多模型迁移学习的宫颈癌细胞分类软件[简称：宫颈癌细胞分类软件]V1.0.0, 2020SR1250001, [已登记]
![[已登记]](softwareCopyright/2019SR0102261.png){kind=link}
![[已登记]](softwareCopyright/2019SR0692603.png){kind=link}
![[已登记]](softwareCopyright/2019SR0831957.png){kind=link}
![[已登记]](softwareCopyright/2019SR1130819.png){kind=link}
![[已登记]](softwareCopyright/2019SR1130829.png){kind=link}
![[已登记]](softwareCopyright/2020SR1250001.jpg){kind=link}
🎖 Honors and Awards
- 2022/06/02: Outstanding Master’s Thesis of Liaoning Province
- 2021/12/20: Outstanding Master’s Thesis of Northeastern University
- 2021/12/01: Excellent Freshmen Scholarship of NUDT (1st Class)
- 2021/01/11: Outstanding Graduate of NEU
- 2020/12/25: Suzhou Industrial Park Scholarship
- 2020/11/01: Merit Student of NEU
- 2020/10/01: The First Prize Scholarship of NEU
- 2019/10/01: The First Prize Scholarship of NEU
- 2018/05/01: Outstanding Graduate of HFU
- 2018/04/01: Outstanding Graduate of Anhui Province
- 2017/12/01: The First Prize Scholarship of HFU
- 2017/12/01: Merit Student of HFU
- 2016/12/01: Excellent Student Cadre of HFU
- 2016/12/01: Merit Student of HFU
- 2016/11/01: National Encouragement Scholarship
- 2015/11/20: The First Prize Scholarship of HFU
- 2015/10/01: Excellent Student Cadre of HFU
🔍 Academic Service
- Reviewer of IEEE Transactions on Geoscience and Remote Sensing (published by IEEE)
- Reviewer of IEEE Transactions on Circuits and Systems for Video Technology (published by IEEE)
- Reviewer of IEEE Journal of Biomedical and Health Informatics (published by IEEE)
- Reviewer of IEEE Access (published by IEEE)
- Reviewer of Pattern Recognition (published by Elsevier)
- Reviewer of Pattern Recognition Letters (published by Elsevier)
- Reviewer of Computers in Biology and Medicine (published by Elsevier)
- Reviewer of Engineering Applications of Artificial Intelligence (published by Elsevier)
- Reviewer of Intelligent Medicine (published by Elsevier)
- Reviewer of Neurocomputing (published by Elsevier)
- Reviewer of Computers and Electrical Engineering (published by Elsevier)
- Reviewer of Image and Vision Computing (published by Elsevier)
- Reviewer of Biomedical Technology (published by Elsevier)
- Reviewer of Expert Systems With Applications (published by Elsevier)
- Reviewer of Artificial Intelligence Review (published by Springer)
- Reviewer of Neural Computing and Applications (published by Springer)
- Reviewer of The Visual Computer (published by Springer)
- Reviewer of Evolving Systems (published by Springer)
- Reviewer of Frontiers in Microbiology (published by Frontiers)
- Reviewer of Frontiers in Human Neuroscience (published by Frontiers)
- Reviewer of Frontiers in Psychiatry (published by Frontiers)
- Reviewer of BioMed Research International (published by Hindawi)
- Reviewer of Computational and Mathematical Methods in Medicine (published by Hindawi)
- Reviewer of Computational Intelligence and Neuroscience (published by Hindawi)
- Reviewer of Mathematical Biosciences and Engineering (published by AIMS Press)
- Reviewer of CMES-Computer Modeling in Engineering and Sciences (published by Tech Science Press)
- Reviewer of Biomedical Engineering / Biomedizinische Technik (published by De Gruyter)
👨🎓 Team Members
Haoyang Jiang
Bachelor of Engineering
Renye Zhang
Bachelor Student
Haoling Liu
Bachelor Student
Yule Wang
Bachelor Student