Publications

Peer-reviewed research contributions to the scientific community, exploring federated learning, self-supervised methods, and medical AI.

14 papers·4 categories·3 topics
Featured
journal
Self-Supervised Learning
Representation Learning
Dynamically Scaled Temperature in Self-Supervised Contrastive Learning
S Manna, S Chattopadhyay, R Dey, U Pal, S Bhattacharya
IEEE Transactions on Artificial Intelligence • 2025
Project PagePaper
journal
Self-Supervised Learning
Representation Learning
Decorrelation-Based Self-Supervised Visual Representation Learning for Writer Identification
A Maitra, S Mitra, S Manna, S Bhattacharya, U Pal
ACM Transactions on Asian and Low-Resource Language Information Processing • 2025
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journal
Medical AI
Residual Dense Blocks for Extreme Foreground Imbalance in Brachytherapy Applicator Segmentation
Suresh Das, Prasun Sanki, Siladittya Manna, Subhayan Mondal, Saumik Bhattacharya, Sayantari Ghosh
Springer Nature Computer Science • 2025
Project PagePaper
Survey
Self-Supervised Learning
Medical AI
Representation Learning
Self-Supervised Learning and Its Applications in Medical Image Analysis
Siladittya Manna
Indian Statistical Institute, Kolkata • 2025
Project PagePaper
Featured
Survey
Self-Supervised Learning
Medical AI
Self-Supervised Visual Representation Learning for Medical Image Analysis: A Comprehensive Survey
S Manna, S Bhattacharya, U Pal
Transactions on Machine Learning Research • 2024
Project PagePaper
Featured
conference
Self-Supervised Learning
Medical AI
Representation Learning
Correlation Weighted Prototype-based Self-Supervised One-Shot Segmentation of Medical Images
S Manna, S Bhattacharya, U Pal
27th International Conference on Pattern Recognition 2024 • 2024
Project PagePaper
Featured
journal
Self-Supervised Learning
Medical AI
Representation Learning
Self-supervised representation learning for knee injury diagnosis from magnetic resonance data
S Manna, S Bhattacharya, U Pal
IEEE Transactions on Artificial Intelligence • 2023
Project PagePaper
conference
Self-Supervised Learning
Representation Learning
Selfdocseg: A self-supervised vision-based approach towards document segmentation
S Maity, S Biswas, S Manna, A Banerjee, J Llados, S Bhattacharya, U Pal
International Conference on Document Analysis and Recognition • 2023
Project PagePaper
Preprint
Self-Supervised Learning
Representation Learning
MIO: Mutual Information Optimization using Self-Supervised Binary Contrastive Learning
S Manna, U Pal, S Bhattacharya
arXiv preprint arXiv:2111.12664v2 • 2023
Project PagePaper
Featured
conference
Self-Supervised Learning
Representation Learning
Surds: Self-supervised attention-guided reconstruction and dual triplet loss for writer independent offline signature verification
S Chattopadhyay, S Manna, S Bhattacharya, U Pal
2022 26th International Conference on Pattern Recognition (ICPR) • 2022
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Featured
conference
Self-Supervised Learning
Representation Learning
SWIS: Self-Supervised Representation Learning for Writer Independent Offline Signature Verification
S Manna, S Chattopadhyay, S Bhattacharya, U Pal
2022 IEEE International Conference on Image Processing (ICIP) • 2022
Project PagePaper
Featured
journal
Self-Supervised Learning
Medical AI
Representation Learning
Self-supervised representation learning for detection of ACL tear injury in knee MR videos
S Manna, S Bhattacharya, U Pal
Pattern Recognition Letters • 2022
Project PagePaper
journal
Representation Learning
PLSM: A Parallelized Liquid State Machine for Unintentional Action Detection
S Manna, D Das, S Bhattacharya, U Pal, S Chanda
IEEE Transactions on Emerging Topics in Computing • 2022
Project PagePaper
conference
Self-Supervised Learning
Medical AI
Representation Learning
Interpretive self-supervised pre-training: boosting performance on visual medical data
S Manna, S Bhattacharya, U Pal
Proceedings of the Twelfth Indian Conference on Computer Vision, Graphics and Image Processing • 2021
Project PagePaper