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Junyu Chen

Instructor

20172024

Research activity per year

  • 11 Conference contribution
  • 8 Article
  • 1 Review article
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Conference contribution

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  • 2024

    Deformable Cross-Attention Transformer for Medical Image Registration

    Chen, J., Liu, Y., He, Y. & Du, Y., 2024, Machine Learning in Medical Imaging - 14th International Workshop, MLMI 2023, Held in Conjunction with MICCAI 2023, Proceedings. Cao, X., Ouyang, X., Xu, X., Rekik, I. & Cui, Z. (eds.). Springer Science and Business Media Deutschland GmbH, p. 115-125 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 14348 LNCS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Is Registering Raw Tagged-MR Enough for Strain Estimation in the Era of Deep Learning?

    Bian, Z., Alshareef, A., Wei, S., Chen, J., Wang, Y., Woo, J., Pham, D., Zhuo, J., Carass, A. & Prince, J. L., 2024, Medical Imaging 2024: Image Processing. Colliot, O. & Mitra, J. (eds.). SPIE, 129260A. (Progress in Biomedical Optics and Imaging - Proceedings of SPIE; vol. 12926).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    Open Access
  • 2023

    MomentaMorph: Unsupervised Spatial-Temporal Registration with Momenta, Shooting, and Correction

    Bian, Z., Wei, S., Liu, Y., Chen, J., Zhuo, J., Xing, F., Woo, J., Carass, A. & Prince, J. L., 2023, Medical Image Computing and Computer Assisted Intervention – MICCAI 2023 Workshops - MTSAIL 2023, LEAF 2023, AI4Treat 2023, MMMI 2023, REMIA 2023, Held in Conjunction with MICCAI 2023, Proceedings. Woo, J., Hering, A., Silva, W., Li, X., Fu, H., Liu, X., Xing, F., Purushotham, S., Mathai, T. S., Mukherjee, P., De Grauw, M., Beets Tan, R., Corbetta, V., Kotter, E., Reyes, M., Baumgartner, C. F., Li, Q., Leahy, R., Dong, B., Chen, H., Huo, Y., Lv, J., Xu, X., Li, X., Mahapatra, D., Cheng, L., Petitjean, C. & Presles, B. (eds.). Springer Science and Business Media Deutschland GmbH, p. 24-34 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 14394 LNCS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    Open Access
  • 2022

    A Noise-Level-Aware Framework for PET Image Denoising

    Li, Y., Cui, J., Chen, J., Zeng, G., Wollenweber, S., Jansen, F., Jang, S. I., Kim, K., Gong, K. & Li, Q., 2022, Machine Learning for Medical Image Reconstruction - 5th International Workshop, MLMIR 2022, Held in Conjunction with MICCAI 2022, Proceedings. Haq, N., Johnson, P., Maier, A., Qin, C., Würfl, T. & Yoo, J. (eds.). Springer Science and Business Media Deutschland GmbH, p. 75-83 9 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 13587 LNCS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Investigation of Network Architecture for Multimodal Head-and-Neck Tumor Segmentation

    Li, Y., Chen, J., Jang, S. I., Gong, K. & Li, Q., 2022, 2022 IEEE NSS/MIC RTSD - IEEE Nuclear Science Symposium, Medical Imaging Conference and Room Temperature Semiconductor Detector Conference. Institute of Electrical and Electronics Engineers Inc., (2022 IEEE NSS/MIC RTSD - IEEE Nuclear Science Symposium, Medical Imaging Conference and Room Temperature Semiconductor Detector Conference).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    Open Access

  • Unsupervised Learning of Diffeomorphic Image Registration via TransMorph

    Chen, J., Frey, E. C. & Du, Y., 2022, Biomedical Image Registration - 10th International Workshop, WBIR 2022, Proceedings. Hering, A., Schnabel, J., Zhang, M., Ferrante, E., Heinrich, M. & Rueckert, D. (eds.). Springer Science and Business Media Deutschland GmbH, p. 96-102 7 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 13386 LNCS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • 2021

    Targeted Gradient Descent: A Novel Method for Convolutional Neural Networks Fine-Tuning and Online-Learning

    Chen, J., Asma, E. & Chan, C., 2021, Medical Image Computing and Computer Assisted Intervention – MICCAI 2021 - 24th International Conference, Proceedings. de Bruijne, M., Cattin, P. C., Cotin, S., Padoy, N., Speidel, S., Zheng, Y. & Essert, C. (eds.). Springer Science and Business Media Deutschland GmbH, p. 25-35 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 12903 LNCS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • 2019

    Incorporating CT prior information in the robust fuzzy C-means algorithm for QSPECT image segmentation

    Chen, J., Jha, A. K. & Frey, E. C., 2019, Medical Imaging 2019: Image Processing. Angelini, E. D., Angelini, E. D., Angelini, E. D. & Landman, B. A. (eds.). SPIE, 109491W. (Progress in Biomedical Optics and Imaging - Proceedings of SPIE; vol. 10949).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    1 Scopus citations
  • 2018

    Emotion recognition with facial expressions and physiological signals

    Zhong, B., Qin, Z., Yang, S., Chen, J., Mudrick, N., Taub, M., Azevedo, R. & Lobaton, E., Feb 2 2018, 2017 IEEE Symposium Series on Computational Intelligence, SSCI 2017 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 1-8 8 p. (2017 IEEE Symposium Series on Computational Intelligence, SSCI 2017 - Proceedings; vol. 2018-January).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • 2017

    A visual saliency-based method for automatic lung regions extraction in chest radiographs

    Li, X., Chen, L. & Chen, J., Oct 20 2017, 2016 13th International Computer Conference on Wavelet Active Media Technology and Information Processing, ICCWAMTIP 2017. Institute of Electrical and Electronics Engineers Inc., p. 162-165 4 p. (2016 13th International Computer Conference on Wavelet Active Media Technology and Information Processing, ICCWAMTIP 2017; vol. 2018-February).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Multi-scale cascade network for salient object detection

    Li, X., Yang, F., Cheng, H., Chen, J., Guo, Y. & Chen, L., Oct 23 2017, MM 2017 - Proceedings of the 2017 ACM Multimedia Conference. Association for Computing Machinery, Inc, p. 439-447 9 p. (MM 2017 - Proceedings of the 2017 ACM Multimedia Conference).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution