Jinghua Zhang
Ph.D. candidate
College of Intelligence Science and Technology, National University of Defense Technology, China
Center for Machine Vision and Signal Analysis, University of Oulu, Finland
Research Interests: Deep Learning; Pattern Recognition; Biomedical Image Analysis
E-mail: jinghua.zhang{at}oulu.fi; zjh{at}nudt.edu.cn; zhangjingh{at}foxmail.com

Biography (CV)

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, I have been working as a visiting researcher at the Center for Machine Vision and Signal Analysis, University of Oulu, Finland, since November 2022. Prior to 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

Publications[Google Scholar]

(* corresponding author; ✝ co-first author)
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]
Applications of artificial neural networks in microorganism image analysis: a comprehensive review from conventional multilayer perceptron to popular convolutional neural network and potential visual transformer
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]

Publications under Review

Few-shot Class-incremental Learning: A Survey
Jinghua Zhang, Li Liu, Olli Silvén, Matti Pietikäinen, Dewen Hu
under review in IEEE Transactions on Pattern Analysis and Machine Intelligence, 2023.
[Paper] [Bibtex]
A Forward and Backward Compatible Framework for Few-shot Class-incremental Pill Recognition
Jinghua Zhang, Li Liu, Kai Gao, Dewen Hu
under review in IEEE Transactions on Pattern Analysis and Machine Intelligence, 2023.
[Paper] [Bibtex]
Artificial Neural Networks for Finger Vein Recognition: A Survey
Yimin Yin, Renye Zhang✝, Pengfei Liu, Wanxia Deng, Siliang He, Chen Li, Jinghua Zhang*
major revision in Neural Computing and Applications, 2023.
[Paper] [Bibtex]
Deep Learning for Iris Recognition: A Review
Yimin Yin, Siliang He✝, Renye Zhang, Hongli Chang, Jinghua Zhang*
major revision in Neural Computing and Applications, 2023.
[Paper] [Bibtex]

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]

Honors and Awards

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 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)

Links

[CCF Conference Deadlines][CCF国际期刊会议推荐][CCF中文期刊推荐]

Address

Center for Machine Vision and Signal Analysis, P.O.Box 4500 FI-90014 University of Oulu, Finland.

Updated on April 21, 2024.