Talks and Presentations

1. A Novel Decoder for Learning-based Diffeomorphic Image Registration

   • Invited Presentation @ MICCAI Learn2Reg 2022 Challenge
   • Junyu Chen
   • Video:

2. Unsupervised Learning of Diffeomorphic Image Registration via TransMorph

   • Oral Presentation @ International Workshop on Biomedical Image Registration 2022
   • Junyu Chen, Eric C. Frey, Yong Du
   • Video: Slides/Poster:
   • Paper: https://link.springer.com/chapter/10.1007/978-3-031-11203-4_11

3. Class-incremental Learning for Multi-organ Segmentation

   • Oral Presentation @ SNMMI Annual Meeting 2022
   • 06/14/2022
   • Junyu Chen
   • Video:

4. Deep Learning for Medical Image Analysis

   • Invited Talk @ CAMCA at Massachusetts General Hospital/Harvard Medical School
   • 06/03/2022
   • Junyu Chen
   • Slides:

5. Medical Image Analysis in the Era of Deep Learning

   • Invited Talk @ RPD at Johns Hopkins Medical Institute
   • 06/02/2022
   • Junyu Chen
   • Video:

6. Deep Learning Methods for Medical Image Analysis

   • Invited Talk @ PlenaryAI
   • Junyu Chen
   • Slides:

7. Targeted Gradient Descent: A Novel Method for Convolutional Neural Networks Fine-tuning and Online-learning

   • Oral Presentation @ MICCAI 2021
   • Junyu Chen, Evren Asma, and Chung Chan
   • Video: Slides/Poster:
   • Paper: https://link.springer.com/chapter/10.1007/978-3-030-87199-4_3

8. ViT-V-Net: Vision Transformer for Unsupervised Volumetric Medical Image Registration

   • Short Oral Presentation @ MIDL 2021
   • Junyu Chen, Yufan He, Eric C. Frey, Ye Li, Yong Du
   • Video:
   • Paper: https://arxiv.org/abs/2104.06468

9. Creating Anthropomorphic Phantoms via Unsupervised Convolutional Neural Networks

   • Short Oral Presentation @ MIDL 2021
   • Junyu Chen, Ye Li, Yong Du, Eric C. Frey
   • Video:
   • Paper: https://aapm.onlinelibrary.wiley.com/doi/abs/10.1002/mp.14545

10. Semi-supervised SPECT segmentation using convolutional neural networks

    • Poster Presentation @ SNMMI 2021 Annual Meeting
    • Junyu Chen, Ye Li, Licia P. Luna, Hyun Woo Chung, Steven P. Rowe, Yong Du, Lilja B. Solnes, and Eric C. Frey
    • Slides/Poster:
    • Paper: https://aapm.onlinelibrary.wiley.com/doi/10.1002/mp.14903

11. Medical Image Segmentation via Unsupervised Convolutional Neural Network

    • Short Oral Presentation @ MIDL 2020
    • Junyu Chen, Eric C. Frey
    • Video:
    • Paper: https://openreview.net/forum?id=XrbnSCv4LU

12. A Fully Unsupervised Approach to Create Patient-like Phantoms via Convolutional Neural Networks

    • Oral Presentation @ SNMMI 2020 Annual Meeting
    • Junyu Chen, Ye Li, Yong Du, Eric C. Frey
    • Video:
    • Paper: https://aapm.onlinelibrary.wiley.com/doi/abs/10.1002/mp.14545