个人介绍

陈军华，2023年7月博士毕业于荷兰马斯特里赫特大学（Maastricht University），2023年8月加入上海大学医学院。以第一作者身份发表SCI检索研究论文11篇(7篇同时为通讯作者，行业主流期刊expert syst. appl, med phys, phys. med. biol., physica medica 6篇)、授权发明专利2项。

主要研究领域

1. 医学人工智能

2. 定量医学影像分析

3. 生成模型在医学影像中的应用

代表性学术成果

论文

1. Junhua Chen, Miao Tian, Wenxin Wang, Xingmin Qi and Youjun Liu. "A Solution to Reconstruct Cross-Cut Shredded Text Documents Based on K-means algorithm and ant colony algorithm." Expert Systems with Applications, 127 (2019): 35-46. (IF2022: 8.5, 中科院分区1区Top)

2. Junhua Chen *, Haiyan Zeng, Chong Zhang, Zhenwei Shi, Andre Dekker, Leonard Wee, and Inigo Bermejo. "Lung cancer diagnosis using deep attention-based multiple instance learning and radiomics. " Medical Physics 49 (2022): 3134– 3143. (IF2022: 3.8, 中科院分区2020年2区Top) (* Corresponding author)

3. Junhua Chen *, Andre Dekker, Leonard Wee, Inigo Bermejo. "Using 3D Deep Features from CT scans for Cancer Prognosis based on a Video Classification Model: A Multi-Dataset Feasibility Study." Medical Physics, 50 (2023): 4220-4233. (IF2022: 3.8, 中科院分区2020年2区Top)

4. Junhua Chen *, Chong Zhang, Alberto Traverso, Ivan Zhovannik, Andre Dekker, Leonard Wee, and Inigo Bermejo. "Generative models improve radiomics reproducibility in low dose CTs: a simulation study." Physics in Medicine & Biology 66.16 (2021): 165002. (IF2022: 3.5, 中科院分区2区Top)

5. Junhua Chen *,#, Shenlun Chen *,#, Andre Dekker, Leonard Wee, Inigo Bermejo. "Deep Learning Based Unpaired Image-to-Image Translation Applications for Medical Physics: A Systematic Review." Physics in Medicine & Biology (# joint first authors) 68.5 (2023): 05TR01. (IF2022: 3.5, 中科院分区2区Top)

6. Junhua Chen, Daguan Ke, Zhanghong Wang and Youjun Liu. "A high splicing accuracy solution to reconstruction of cross-cut shredded text document problem." Multimedia Tools and Applications 77.15 (2018): 19281-19300. (IF2022: 3.6)

7. Junhua Chen, Xingming Qi, Wenxin Wang, Bao Li and Youjun Liu. "Real-time Locating of Surgical Incision in Cataract Phacoemulsification." Multimedia Tools and Applications 79 (2020): 30311–30327. (IF2022: 3.6)

8. Junhua Chen*, Andre Dekker, Leonard Wee, Inigo Bermejo. "Generative models improve radiomics performance in different tasks and different datasets: An experimental study." Physica Medica - European Journal of Medical Physics 98 (2022): 11-17. (IF2022: 3.4)

9. Junhua Chen*, Andre Dekker, Leonard Wee, Inigo Bermejo. "Improving reproducibility and performance of radiomics in low-dose CT using cycle GANs." Journal Of Applied Clinical Medical Physics. 23.10 (2022); e13739. (IF2022: 2.1)

10. Junhua Chen *, Chong Zhang, Leonard Wee, Andre Dekker, and Inigo Bermejo. "Are all shortcuts in encoder–decoder networks beneficial for CT denoising." Computer Methods in Biomechanics and Biomedical Engineering: Imaging & Visualization 11.1 (2023): 59-66. (IF2022: 1.6)

社会学术兼职

担任Medica Physica; Medical Physics; Journal of Digital Imaging; Swarm and Evolutionary Computation等期刊审稿人。