publications

Journal Papers

2026

1. BSPC

   ED-Net: A Hybrid Deep Learning Framework for Precise Polyp Segmentation Integrating EfficientNetB0 with Double U-Net Architecture and Atrous Spatial Pyramid Pooling with Test-Time Augmentation

   Rahul Kumar Kundu, Hafsa Binte Kibria, Md Faysal Ahamed, and 1 more author

   Biomedical Signal Processing and Control, 2026

   Abs DOI Bib HTML

   Colorectal cancer (CRC) is a major global health concern, and colorectal polyps are early indicators of CRC. This study introduces ED-Net, a deep-learning-based segmentation framework incorporating a pretrained EfficientNetB0 encoder within a dual encoder-decoder architecture enhanced by ASPP and SE blocks. ED-Net with TTA achieved 97.13% accuracy, 92.26% Dice, and 91.08% IoU on Kvasir-SEG, substantially outperforming SOTA models.

   @article{kundu2026ednet,
     title = {ED-Net: A Hybrid Deep Learning Framework for Precise Polyp Segmentation Integrating {EfficientNetB0} with Double {U-Net} Architecture and Atrous Spatial Pyramid Pooling with Test-Time Augmentation},
     author = {Kundu, Rahul Kumar and Kibria, Hafsa Binte and Ahamed, Md Faysal and Chowdhury, Muhammad EH},
     journal = {Biomedical Signal Processing and Control},
     volume = {123},
     pages = {110566},
     year = {2026},
     issn = {1746-8094},
     publisher = {Elsevier},
     doi = {10.1016/j.bspc.2026.110566},
     keyword = {journal}
   }

Conference Proceedings

2025

1. IEEE STI

   Beyond the Leaf: Intelligent Lightweight Disease Detection in Tea Plants with Spatial Convolutional Neural Networks and Explainable AI

   R. H. Prince, M. O. F. Goni, H. I. Peyal, and 1 more author

   In 2025 IEEE 7th International Conference on Sustainable Technologies For Industry 5.0 (STI), 2025

   DOI Bib HTML

   @inproceedings{prince2025tealeaf,
     title = {Beyond the Leaf: Intelligent Lightweight Disease Detection in Tea Plants with Spatial Convolutional Neural Networks and Explainable {AI}},
     author = {Prince, R. H. and Goni, M. O. F. and Peyal, H. I. and Kundu, Rahul Kumar},
     booktitle = {2025 IEEE 7th International Conference on Sustainable Technologies For Industry 5.0 (STI)},
     publisher = {IEEE},
     year = {2025},
     doi = {10.1109/STI69347.2025.11367552},
     keyword = {conference}
   }

2. ICCIT

   Advancing Cybersecurity: A Study on Phishing Website Detection Using Machine Learning

   Oishi Jyoti, S. N. Sakib, and Rahul Kumar Kundu

   In 2025 8th International Conference on Computer and Information Technology (ICCIT), 2025

   Accepted

   Bib

   @inproceedings{jyoti2025phishing,
     title = {Advancing Cybersecurity: A Study on Phishing Website Detection Using Machine Learning},
     author = {Jyoti, Oishi and Sakib, S. N. and Kundu, Rahul Kumar},
     booktitle = {2025 8th International Conference on Computer and Information Technology (ICCIT)},
     publisher = {IEEE},
     year = {2025},
     note = {Accepted},
     keyword = {conference}
   }

Works in Progress

2025

1. Review

   A Comprehensive Review of Data Leakage in Machine Learning on Medical Tabular Data: Sources, Impacts, and Mitigation Strategies

   Rahul Kumar Kundu

   2025

   Manuscript under preparation.

   Bib

   @unpublished{kundu2025dataleakage,
     title = {A Comprehensive Review of Data Leakage in Machine Learning on Medical Tabular Data: Sources, Impacts, and Mitigation Strategies},
     author = {Kundu, Rahul Kumar},
     year = {2025},
     note = {Manuscript under preparation.},
     keyword = {progress}
   }

2. CBM

   MetaSeg: Metadata-Integrated Skin Lesion Segmentation via FiLM Modulation

   Rahul Kumar Kundu

   2025

   Model development in progress.

   Bib

   @unpublished{kundu2025metaseg,
     title = {MetaSeg: Metadata-Integrated Skin Lesion Segmentation via {FiLM} Modulation},
     author = {Kundu, Rahul Kumar},
     year = {2025},
     note = {Model development in progress.},
     keyword = {progress}
   }

3. IP&M

   Pragmatic-Aware Emotion Grounding (PAEG) for Bangla: Investigating Pragmatic Feature Loss in Machine-Translated Emotion Datasets

   Rahul Kumar Kundu

   2025

   Framework design in progress.

   Bib

   @unpublished{kundu2025paeg,
     title = {Pragmatic-Aware Emotion Grounding ({PAEG}) for Bangla: Investigating Pragmatic Feature Loss in Machine-Translated Emotion Datasets},
     author = {Kundu, Rahul Kumar},
     year = {2025},
     note = {Framework design in progress.},
     keyword = {progress}
   }