• 10996 Citations
  • 56 h-Index
1993 …2020

Research output per year

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Research Output

2020

A fast deep learning approach for beam orientation optimization for prostate cancer treated with intensity-modulated radiation therapy

Sadeghnejad Barkousaraie, A., Ogunmolu, O., Jiang, S. & Nguyen, D., Mar 1 2020, In : Medical physics. 47, 3, p. 880-897 18 p.

Research output: Contribution to journalArticle

Beam modeling and beam model commissioning for Monte Carlo dose calculation-based radiation therapy treatment planning: Report of AAPM Task Group 157

Ma, C. M. C., Chetty, I. J., Deng, J., Faddegon, B., Jiang, S. B., Li, J., Seuntjens, J., Siebers, J. V. & Traneus, E., Jan 1 2020, In : Medical physics. 47, 1, p. e1-e18

Research output: Contribution to journalArticle

Open Access

Dosimetric evaluation of synthetic CT generated with GANs for MRI-only proton therapy treatment planning of brain tumors

Kazemifar, S., Barragán Montero, A. M., Souris, K., Rivas, S. T., Timmerman, R., Park, Y. K., Jiang, S., Geets, X., Sterpin, E. & Owrangi, A., Jan 1 2020, (Accepted/In press) In : Journal of applied clinical medical physics.

Research output: Contribution to journalArticle

Open Access

Multi-Objective-Based Radiomic Feature Selection for Lesion Malignancy Classification

Zhou, Z., Li, S., Qin, G., Folkert, M., Jiang, S. & Wang, J., Jan 2020, In : IEEE Journal of Biomedical and Health Informatics. 24, 1, p. 194-204 11 p., 8654586.

Research output: Contribution to journalArticle

2 Scopus citations

Operating a treatment planning system using a deep-reinforcement learning-based virtual treatment planner for prostate cancer intensity-modulated radiation therapy treatment planning

Shen, C., Nguyen, D., Chen, L., Gonzalez, Y., McBeth, R., Qin, N., Jiang, S. B. & Jia, X., Jan 1 2020, (Accepted/In press) In : Medical physics.

Research output: Contribution to journalArticle

Synthetic CT generation from CBCT images via deep learning

Chen, L., Liang, X., Shen, C., Jiang, S. & Wang, J., Mar 1 2020, In : Medical physics. 47, 3, p. 1115-1125 11 p.

Research output: Contribution to journalArticle

Technical Note: A feasibility study on deep learning-based radiotherapy dose calculation

Xing, Y., Nguyen, D., Lu, W., Yang, M. & Jiang, S., Feb 1 2020, In : Medical physics. 47, 2, p. 753-758 6 p.

Research output: Contribution to journalArticle

2019
13 Scopus citations
Open Access
15 Scopus citations

A novel deep learning framework for standardizing the label of OARs in CT

Yang, Q., Chao, H., Nguyen, D. & Jiang, S., Jan 1 2019, Artificial Intelligence in Radiation Therapy - 1st International Workshop, AIRT 2019, Held in Conjunction with MICCAI 2019, Proceedings. Nguyen, D., Jiang, S. & Xing, L. (eds.). Springer, p. 52-60 9 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11850 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Application of deep neural networks for automatic planning in radiation oncology treatments

Barragán-Montero, A. M., Nguyen, D., Lu, W., Lin, M., Geets, X., Sterpin, E. & Jiang, S., Jan 1 2019, ESANN 2019 - Proceedings, 27th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning. ESANN (i6doc.com), p. 161-166 6 p. (ESANN 2019 - Proceedings, 27th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

A recursive ensemble organ segmentation (REOS) framework: Application in brain radiotherapy

Chen, H., Lu, W., Chen, M., Zhou, L., Timmerman, R., Tu, D., Nedzi, L., Wardak, Z., Jiang, S., Zhen, X. & Gu, X., Jan 11 2019, In : Physics in Medicine and Biology. 64, 2, 025015.

Research output: Contribution to journalArticle

2 Scopus citations

A shell and kernel descriptor based joint deep learning model for predicting breast lesion malignancy

Zhou, Z., Qin, G., Yan, P., Hao, H., Jiang, S. & Wang, J., Jan 1 2019, Medical Imaging 2019: Computer-Aided Diagnosis. Mori, K. & Hahn, H. K. (eds.). SPIE, 109502S. (Progress in Biomedical Optics and Imaging - Proceedings of SPIE; vol. 10950).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Automated Text Message Reminders Improve Radiation Therapy Compliance

Tan, J., Christie, A., Montalvo, S. K., Wallace, C., Yan, Y., Folkerts, M., Yingling, A., Sher, D. J., Choy, H., Jiang, S. B. & Westover, K. D., Jan 1 2019, (Accepted/In press) In : International Journal of Radiation Oncology Biology Physics.

Research output: Contribution to journalArticle

Combining many-objective radiomics and 3D convolutional neural network through evidential reasoning to predict lymph node metastasis in head and neck cancer

Chen, L., Zhou, Z., Sher, D. J., Zhang, Q., Shah, J. L., Pham, N-L. L., Jiang, S. B. & Wang, J., Mar 29 2019, In : Physics in medicine and biology. 64, 7, 1 p.

Research output: Contribution to journalArticle

5 Scopus citations

Cone-Beam Computed Tomography (CBCT) Segmentation by Adversarial Learning Domain Adaptation

Jia, X., Wang, S., Liang, X., Balagopal, A., Nguyen, D., Yang, M., Wang, Z., Ji, J. X., Qian, X. & Jiang, S., Jan 1 2019, Medical Image Computing and Computer Assisted Intervention – MICCAI 2019 - 22nd International Conference, Proceedings. Shen, D., Yap, P-T., Liu, T., Peters, T. M., Khan, A., Staib, L. H., Essert, C. & Zhou, S. (eds.). Springer, p. 567-575 9 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11769 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Electron modulated arc therapy (EMAT) using photon MLC for postmastectomy chest wall treatment I: Monte Carlo-based dosimetric characterizations

Ma, C., Parsons, D., Chen, M., Jiang, S., Hou, Q., Gu, X. & Lu, W., Nov 2019, In : Physica Medica. 67, p. 1-8 8 p.

Research output: Contribution to journalArticle

Generating Pareto Optimal Dose Distributions for Radiation Therapy Treatment Planning

Nguyen, D., Barkousaraie, A. S., Shen, C., Jia, X. & Jiang, S., Jan 1 2019, Medical Image Computing and Computer Assisted Intervention – MICCAI 2019 - 22nd International Conference, Proceedings. Shen, D., Yap, P-T., Liu, T., Peters, T. M., Khan, A., Staib, L. H., Essert, C. & Zhou, S. (eds.). Springer, p. 59-67 9 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11769 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2 Scopus citations

Generating synthesized computed tomography (CT) from cone-beam computed tomography (CBCT) using CycleGAN for adaptive radiation therapy

Liang, X., Chen, L., Nguyen, D., Zhou, Z., Gu, X., Yang, M., Wang, J. & Jiang, S., Jun 10 2019, In : Physics in medicine and biology. 64, 12, 125002.

Research output: Contribution to journalArticle

8 Scopus citations

Individualized 3D dose distribution prediction using deep learning

Ma, J., Bai, T., Nguyen, D., Folkerts, M., Jia, X., Lu, W., Zhou, L. & Jiang, S., Jan 1 2019, Artificial Intelligence in Radiation Therapy - 1st International Workshop, AIRT 2019, Held in Conjunction with MICCAI 2019, Proceedings. Nguyen, D., Jiang, S. & Xing, L. (eds.). Springer, p. 110-118 9 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11850 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Intelligent inverse treatment planning via deep reinforcement learning, a proof-of-principle study in high dose-rate brachytherapy for cervical cancer

Shen, C., Gonzalez, Y., Klages, P., Qin, N., Jung, H., Chen, L., Nguyen, D., Jiang, S. B. & Jia, X., Jan 1 2019, In : Physics in medicine and biology. 64, 11, 115013.

Research output: Contribution to journalArticle

7 Scopus citations

MIL3ID 2019 preface

Nguyen, H. V., Patel, V., Le, N., Roysam, B., Jiang, S., Zhou, K. & Luu, K., Jan 1 2019, In : Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). 11795 LNCS, p. xi-xii

Research output: Contribution to journalEditorial

10 Scopus citations

Predicting lung nodule malignancies by combining deep convolutional neural network and handcrafted features

Li, S., Xu, P., Li, B., Chen, L., Zhou, Z., Hao, H., Duan, Y., Folkert, M., Ma, J., Huang, S., Jiang, S. & Wang, J., Sep 4 2019, In : Physics in medicine and biology. 64, 17, 1 p.

Research output: Contribution to journalArticle

3 Scopus citations

Preface

Nguyen, D., Xing, L. & Jiang, S., Jan 1 2019, In : Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). 11850 LNCS, p. V-Vi

Research output: Contribution to journalEditorial

Quality-guided deep reinforcement learning for parameter tuning in iterative CT reconstruction

Shen, C., Tsai, M. Y., Gonzalez, Y., Chen, L., Jiang, S. B. & Jia, X., Jan 1 2019, 15th International Meeting on Fully Three-Dimensional Image Reconstruction in Radiology and Nuclear Medicine. Matej, S. & Metzler, S. D. (eds.). SPIE, 1107203. (Proceedings of SPIE - The International Society for Optical Engineering; vol. 11072).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Scopus citations

Reliable lymph node metastasis prediction in head neck cancer through automated multi-objective model

Zhou, Z., Dohopolski, M., Chen, L., Chen, X., Jiang, S., Sher, D. & Wang, J., May 2019, 2019 IEEE EMBS International Conference on Biomedical and Health Informatics, BHI 2019 - Proceedings. Institute of Electrical and Electronics Engineers Inc., 8834658. (2019 IEEE EMBS International Conference on Biomedical and Health Informatics, BHI 2019 - Proceedings).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Super-Resolution 1H Magnetic Resonance Spectroscopic Imaging Utilizing Deep Learning

Iqbal, Z., Nguyen, D., Hangel, G., Motyka, S., Bogner, W. & Jiang, S., Oct 9 2019, In : Frontiers in Oncology. 9, 1010.

Research output: Contribution to journalArticle

Open Access
1 Scopus citations

Technical Note: Deriving ventilation imaging from 4DCT by deep convolutional neural network

Zhong, Y., Vinogradskiy, Y., Chen, L., Myziuk, N., Castillo, R., Castillo, E., Guerrero, T., Jiang, S. B. & Wang, J., Jan 1 2019, In : Medical physics.

Research output: Contribution to journalComment/debate

3 Scopus citations

Three-dimensional dose prediction for lung IMRT patients with deep neural networks: robust learning from heterogeneous beam configurations

Barragán-Montero, A. M., Nguyen, D., Lu, W., Lin, M. H., Norouzi-Kandalan, R., Geets, X., Sterpin, E. & Jiang, S., Jan 1 2019, In : Medical physics.

Research output: Contribution to journalArticle

5 Scopus citations

Using supervised learning and guided monte carlo tree search for beam orientation optimization in radiation therapy

Sadeghnejad Barkousaraie, A., Ogunmolu, O., Jiang, S. & Nguyen, D., Jan 1 2019, Artificial Intelligence in Radiation Therapy - 1st International Workshop, AIRT 2019, Held in Conjunction with MICCAI 2019, Proceedings. Nguyen, D., Jiang, S. & Xing, L. (eds.). Springer, p. 1-9 9 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11850 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2018

Accurate real time localization tracking in a clinical environment using Bluetooth Low Energy and deep learning

Iqbal, Z., Luo, D., Henry, P., Kazemifar, S., Rozario, T., Yan, Y., Westover, K., Lu, W., Nguyen, D., Long, T., Wang, J., Choy, H. & Jiang, S., Oct 1 2018, In : PLoS One. 13, 10, e0205392.

Research output: Contribution to journalArticle

9 Scopus citations

A pilot study using kernelled support tensor machine for distant failure prediction in lung SBRT

Li, S., Yang, N., Li, B., Zhou, Z., Hao, H., Folkert, M. R., Iyengar, P., Westover, K., Choy, H., Timmerman, R., Jiang, S. & Wang, J., Dec 1 2018, In : Medical Image Analysis. 50, p. 106-116 11 p.

Research output: Contribution to journalArticle

3 Scopus citations

Convolution-based modified Clarkson integration (CMCI) for electron cutout factor calculation

Chang, J., Lin, M. H., Lu, W., Chen, M. & Jiang, S., Jan 1 2018, (Accepted/In press) In : Journal of Applied Clinical Medical Physics.

Research output: Contribution to journalArticle

Deep-learning based surface region selection for deep inspiration breath hold (DIBH) monitoring in left breast cancer radiotherapy

Chen, H., Chen, M., Lu, W., Zhao, B., Jiang, S. B., Zhou, L., Kim, N., Spangler, A. E., Rahimi, A. S., Zhen, X. & Gu, X., Dec 12 2018, In : Physics in Medicine and Biology. 63, 24, 245013.

Research output: Contribution to journalArticle

Design and development of soft robot for head and neck cancer radiotherapy

Almubarak, Y., Joshi, A., Ogunmolu, O., Gu, X., Jiang, S., Gans, N. & Tadesse, Y., Jan 1 2018, Electroactive Polymer Actuators and Devices (EAPAD) XX. SPIE, Vol. 10594. 1059418

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Intelligent Parameter Tuning in Optimization-based Iterative CT Reconstruction via Deep Reinforcement Learning

Shen, C., Gonzalez, Y., Chen, L., Jiang, S. B. & Jia, X., Apr 4 2018, (Accepted/In press) In : IEEE Transactions on Medical Imaging.

Research output: Contribution to journalArticle

14 Scopus citations

Investigating rectal toxicity associated dosimetric features with deformable accumulated rectal surface dose maps for cervical cancer radiotherapy

Chen, J., Chen, H., Zhong, Z., Wang, Z., Hrycushko, B., Zhou, L., Jiang, S., Albuquerque, K., Gu, X. & Zhen, X., Jul 6 2018, In : Radiation Oncology. 13, 1, 125.

Research output: Contribution to journalArticle

5 Scopus citations

Iterative reconstruction with boundary detection for carbon ion computed tomography

Shrestha, D., Qin, N., Zhang, Y., Kalantari, F., Niu, S., Jia, X., Pompos, A., Jiang, S. & Wang, J., Feb 26 2018, In : Physics in Medicine and Biology. 63, 5, 055002.

Research output: Contribution to journalArticle

1 Scopus citations

Mid-range probing - Towards range-guided particle therapy

Chen, M., Zhong, Y., Shao, Y., Jiang, S. & Lu, W., Jun 27 2018, In : Physics in Medicine and Biology. 63, 13, 13NT01.

Research output: Contribution to journalArticle

1 Scopus citations

MR-CBCT image-guided system for radiotherapy of orthotopic rat prostate tumors

Chiu, T. D., Arai, T. J., Campbell, J., Jiang, S. B., Mason, R. P. & Stojadinovic, S., May 1 2018, In : PLoS One. 13, 5, e0198065.

Research output: Contribution to journalArticle

2 Scopus citations
1 Scopus citations

Real-Time Whole-Brain Radiation Therapy: A Single-Institution Experience

Le, A. H., Stojadinovic, S., Timmerman, R., Choy, H., Duncan, R. L., Jiang, S. B. & Pompos, A., Jan 1 2018, (Accepted/In press) In : International Journal of Radiation Oncology Biology Physics.

Research output: Contribution to journalArticle

Segmentation of the prostate and organs at risk in male pelvic CT images using deep learning

Kazemifar, S., Balagopal, A., Nguyen, D., McGuire, S., Hannan, R., Jiang, S. & Owrangi, A., Jul 23 2018, In : Biomedical Physics and Engineering Express. 4, 5, 055003.

Research output: Contribution to journalArticle

12 Scopus citations

Three-dimensional printer-aided casting of soft, custom silicone boluses (SCSBs) for head and neck radiation therapy

Chiu, T., Tan, J., Brenner, M., Gu, X., Yang, M., Westover, K., Strom, T., Sher, D., Jiang, S. & Zhao, B., Jan 1 2018, (Accepted/In press) In : Practical Radiation Oncology.

Research output: Contribution to journalArticle

6 Scopus citations

Threshold-driven optimization for reference-based auto-planning

Long, T., Chen, M., Jiang, S. & Lu, W., Feb 8 2018, In : Physics in Medicine and Biology. 63, 4, 04NT01.

Research output: Contribution to journalArticle

5 Scopus citations
2017

Accelerated Monte Carlo simulation on the chemical stage in water radiolysis using GPU

Tian, Z., Jiang, S. B. & Jia, X., Mar 21 2017, In : Physics in Medicine and Biology. 62, 8, p. 3081-3096 16 p.

Research output: Contribution to journalArticle

4 Scopus citations
30 Scopus citations

A new approach to integrate GPU-based Monte Carlo simulation into inverse treatment plan optimization for proton therapy

Li, Y., Tian, Z., Song, T., Wu, Z., Liu, Y., Jiang, S. & Jia, X., Jan 7 2017, In : Physics in Medicine and Biology. 62, 1, p. 289-305 17 p.

Research output: Contribution to journalArticle

7 Scopus citations