Suraj Mishra | ସୁରଜ ମିଶ୍ର
I am a computer vision researcher who is passionate about machine learning and data-driven algorithms. I have expertise in different vision-related areas including graph-based analysis, uncertainty estimation, data-driven supervision, and network compression. I am currently a PhD candidate at the University of Notre Dame. I am co-advised by Dr. Danny Z. Chen and Dr. X. Sharon Hu. I will be joining the Allen Institute as a scientist this summer (2022).
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Selected Publications
Data-Aware Supervision
Suraj Mishra, Yizhe Zhang, Danny Z. Chen, X. Sharon Hu; Data-Driven Deep Supervision for Medical Image Segmentation. IEEE Transactions on Medical Imaging, 2022
Suraj Mishra, Danny Z. Chen, X. Sharon Hu; A Data-Aware Deep Supervised Method for Retinal Vessel Segmentation. 2020 IEEE 17th International Symposium on Biomedical Imaging (ISBI)
Graph-Based Topology Inclusion
Suraj Mishra, Ya Xing Wang, Chuan Chuan Wei, Danny Z. Chen, X. Sharon Hu; VTG-Net: A CNN Based Vessel Topology Graph Network for Retinal Artery/Vein Classification. Frontiers in Medicine, 2021
Uncertainty Estimation
Suraj Mishra, Danny Z. Chen, X. Sharon Hu; Objective-Dependent Uncertainty Driven Retinal Vessel Segmentation. 2021 IEEE 18th International Symposium on Biomedical Imaging (ISBI)
Network Compression
Suraj Mishra, Peixian Liang, Adam Czajka, Danny Z. Chen, X. Sharon Hu; CC-Net: Image Complexity Guided Network Compression for Biomedical Image Segmentation. 2019 IEEE 16th International Symposium on Biomedical Imaging (ISBI)
Suraj Mishra, Danny Z. Chen, X. Sharon Hu; Image Complexity Guided Network Compression for Biomedical Image Segmentation. ACM Journal on Emerging Technologies in Computing Systems, 2022
Most Recent
Mar 2022: Dissertation defense (31 March)
Mar 2022: Paper submitted @ MICCAI 2022
Jan 2022: Paper accepted @ IEEE-TMI
Dec 2021: Paper accepted @ Frontiers
Nov 2021: Paper accepted @ Frontiers
Jul 2021: Paper submitted @Journal of Dermatological Science
Jun 2021: Paper accepted @ ACM-JETC
May 2021: Invited paper @ DAC 2021
Apr 2021: Presentation @ ISBI 2021
Feb 2021: Paper under review @ IEEE TMI
Jan 2021: Paper accepted @ ISBI 2021
Oct 2020: Refuge2 Challenge @ MICCAI 2020 leaderboard
Aug 2020: MIICCAI 2020 Travel Award
May 2020: Kaneb Center Best Teaching Assistant Award
Apr 2020: ISBI 2020 Travel Award
Mar 2020: GSPDA and GSU Travel Grant
Feb 2020: ADAM Challenge @ ISBI 2020 leaderboard (3rd)
Jan 2020: Paper accepted @ ISBI 2020
Mar 2019: GSPDA and GSU Travel Grant
Jan 2019: Paper accepted @ ISBI 2019