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

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