Subhajit Maity (শুভজিৎ)

I am a graduate (PhD) student at the Department of Computer Science of the University of Central Florida and a a graduate research assistant (GRA) at AI Initiative. I am advised by Dr. Aritra Dutta and I closely work with researchers, scientists, and professors from Center for Research in Compuer Vision and the Department of Mathematics

Prior to this, I worked at Indian Statistical Institute, Kolkata as a researcher, and Tata Consultancy Services Limited as a software developer and system administrator.

Top-venue Conference Publications (June 2024): 2 × ICDAR

Email  /  CV  /  LinkedIn  /  GitHub  /  Google Scholar  /  ORCiD  /  DBLP

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Research Interests

My research is broadly focused on the intersection of Machine Learning and Computer Vision. In the past few years, I have explored a diverse range of topics including Self-supervised Learning, Object Detection, Document Layout Analysis, Knowledge Distillation, Image Retrieval, Scene Text Recognition, Vision Transformers, Few-Shot Learning, Keypoint Detection. Currently, I am working on Large Multimodal Models, Kolmogorov Arnold Representations, Attention Mechanism at UCF.

Recent Updates

  • New! [Aug 2024:] I joined the CS PhD program at UCF.
  • New! [Apr 2024:] One paper accepted in ICDAR 2024.
  • [May 2023:] SelfDocSeg accepted for Oral Presentation in ICDAR 2023.
  • [Apr 2023:] One paper accepted in ICDAR 2023.
  • Selected Publications

    2024

    Fibottention: Inceptive Visual Representation Learning with Diverse Attention Across Heads
    A. K. Rahimian, M. K. Govind, S. Maity, D. Reilly, C. Kümmerle, S. Das, A. Dutta
    Pre-Print (arXiv), 2024 New!
    [ PDF] / [ BibTeX] / [ arXiv] / [ GitHub]

    DistilDoc: Knowledge Distillation for Visually-Rich Document Applications
    J. Van Landeghem, S. Maity, A. Banerjee, M. Blaschko, M. F. Moens, J. Lladós , S. Biswas
    In Proc. 18th International Conference on Document Analysis and Recognition (ICDAR), 2024 New!
    [ PDF] / [ BibTeX] / [ arXiv] / [ GitHub]

    2023

    SelfDocSeg: A Self-Supervised vision-based Approach towards Document Segmentation
    S. Maity, S. Biswas, S. Manna, A. Banerjee, J. Lladós , S. Bhattacharya, U. Pal
    In Proc. 17th International Conference on Document Analysis and Recognition (ICDAR), 2023 (Oral)
    [ PDF] / [ BibTeX] / [ arXiv] / [ GitHub] / [ Project Page]

    2017

    Image Hash Minimization for Tamper Detection
    S. Maity, R. K. Karsh
    In Proc. 9th International Conference on Advances in Pattern Recognition (ICAPR), 2017
    [ PDF] / [ BibTeX] / [ arXiv] / [ GitHub] / [ Project Page]



    Research Projects
    Efficient Attention for Vision Transformers
    Advisors: Dr. Christian Kümmerle, Dr. Srijan Das, Dr. Aritra Dutta
    Timeline: January, 2024 - Present
    [ GitHub]
    Knowledge Distillation for Visually-Rich Document Applications
    Collaborators: Jordy Van Landeghem, Sanket Biswas, Prof. Matthew Blaschko
    Timeline: June, 2023 - February, 2024
    [ GitHub]
    Semi-automatic Speed Estimation from Object Tracking
    Advisor: Prof. Umapada Pal
    Timeline: May, 2023
    The details of this project will be released soon.
    Self-Supervised Document Layout Analysis
    Collaborators: Sanket Biswas, Prof. Josep Lladós
    Timeline: January, 2023 – February, 2023
    [ GitHub] / [ Project Page]
    Self-Supervised Object Detection
    Advisors: Prof. Umapada Pal, Dr. Saumik Bhattacharya
    Timeline: August, 2022 – March, 2023
    Synthetic Scene-Aware Semantics-Agnostic Text Generation
    Advisor: Prof. Umapada Pal
    Timeline: July, 2022
    The details of this project will be released soon.
    Vehicle Detection & Tracking with Speed Estimation & License Plate Recognition
    Advisor: Prof. Umapada Pal
    Timeline: June, 2022 – May, 2023
    Towards Faster Fine-Grained Sketch-based Image Retrieval
    Mentor: Dr. Ayan Kumar Bhunia
    Timeline: August, 2021 – July, 2022
    The details of this project will be released soon.
    Image Forgery Localization with Hashless Strategy
    Mentor: Dr. Ram Kumar Karsh
    Timeline: January, 2021 – June, 2021
    Human Action Recognition for Activity Monitoring on FPGA
    Advisors: Dr. Swagata Mandal, Dr. Satyabrata Maity
    Timeline: January, 2021 – August, 2021
    Image Forgery Detection using Efficient Image Hash and Signatures
    Mentor: Dr. Ram Kumar Karsh
    Timeline: July, 2017 – Decemeber, 2017
    [ GitHub] / [ Project Page]
    Word Sense Disambiguation using Visual Information
    Advisor: Dr. Koushik Guha
    Timeline: June, 2017 – July, 2017
    Leaf Disease Detection
    Collaborators: Sanket Biswas, Avinaba Tapadar
    Timeline: May, 2017 – January, 2018


    Misc. Professional Work

  • Invited to the G20 Expo, 2nd Education Working Group Meeting of the G20 Summit, New Delhi, 2023.
  • Served as a reviewer for International Journal of Advances in Applied Sciences (IJAAS).





  • Copyright: CC BY-NC-SA 4.0 © Subhajit Maity | Last updated: 15 Sep 2024 | Template Credit: Dr. Jon Barron