Publications (Google Scholar Profile)
Loss Odyssey in Medical Image Segmentation
Jun Ma, Jianan Chen, Matthew Ng, Rui Huang, Yu Li, Chen Li, Xiaoping Yang, Anne L. Martel Medical Image Analysis. MEDIA 2021
Potential of Raman spectroscopy in facilitating pharmaceutical formulations development – An AI perspective
Ming Gao, Sibo Liu, Jianan Chen, Keith C Gordon, Fang Tian, Cushla M McGoverin International Journal of Pharmaceutics. Int. J. Pharm 2021
Towards Data‐Efficient Learning: A Benchmark for COVID‐19 CT Lung and Infection Segmentation
Jun Ma, Yixin Wang, Xingle An, Cheng Ge, Ziqi Yu, Jianan Chen, Qiongjie Zhu, Guoqiang Dong, Jian He, Zhiqiang He, Tianjia Cao, Yuntao Zhu, Ziwei Nie, Xiaoping Yang Medical Physics. Med Phys 2020
AMINN: Autoencoder-based Multiple Instance Neural Network for Outcome Prediction of Multifocal Liver Metastases
Jianan Chen, Helen Cheung, Laurent Milot, Anne L Martel In press, In proceedings of International Conference on Medical Image Computing and Computer-Assisted Intervention. MICCAI 2021 (early acceptance, top 10%)
How distance transform maps boost segmentation CNNs: an empirical study
Jun Ma, Zhan Wei, Yiwen Zhang, Yixin Wang, Rongfei Lv, Cheng Zhu, Chen Gaoxiang, Jianan Liu, Chao Peng, Lei Wang, Yunpeng Wang, Jianan Chen In proceedings of Medical Imaging with Deep Learning. MIDL 2020
Texture heterogeneity of breast tumour in magnetic resonance imaging can be explained by differentially regulated genes
Jianan Chen, Yutaka Amemiya, Gregory Kuling, Homa Fashandi, Yulia Yerofeyeva, Heba Hussein, Elzbieta Slodkowska, Fiona Ginty, Arun Seth, Martin Yaffe, Anne L Martel In proceedings of San Antonio Breast Cancer Symposium. SABCS 2020
Multi-layer domain adaptation for deep convolutional networks
Ozan Ciga, Jianan Chen, Anne Martel In proceedings of Domain Adaptation and Representation Transfer and Medical Image Learning with Less Labels and Imperfect Data in MICCAI. DART-MICCAI 2020
Unsupervised Clustering of Quantitative Imaging Phenotypes Using Autoencoder and Gaussian Mixture Model
Jianan Chen, Laurent Milot, Helen MC Cheung, Anne L Martel In proceedings of International Conference on Medical Image Computing and Computer-Assisted Intervention. MICCAI 2019
No-reference quality assessment for screen content images based on hybrid region features fusion
Linru Zheng, Liquan Shen, Jianan Chen, Ping An, Jun Luo IEEE Transactions on Multimedia. IEEE TMM, 2019
Naturalization module in neural networks for screen content image quality assessment
Jianan Chen, Liquan Shen, Linru Zheng, Xuhao Jiang IEEE Signal Processing Letters. IEEE SPL, 2018
[* denotes equal contribution]