Soumen Sinha - Projects and Publications

Publications-

Conference Proceedings:

Active Learning guided Gaussian Process Regressor for Non-Linear PDE Modeling for Environmental Simulations

- Authors: Soumen Sinha, Lara Bastos Santos, Rajen Kumar Sinha | Conference: IEEE Symposium Series on Computational Intelligence, Norway (SSCI 2025) | Link:

coming soon.....

Denoising Arbitrary Combination of Noise using a Hierarchical Ensemble of AutoEncoder

- Authors: Sayarnil Ganguly, Sanjana Reddy Katham, Sanyam Agarwal, Soumen Sinha, Rahul Roy | Conference: International Conference on Pattern Recognition (27th ICPR) 2024, Kolkata, India| Link: link.springer.com/chapter/10.1007/978-3-031-78383-8_18

SegNet-ATT: Cross-Channel and Spatial Attention-Enhanced U-Net for Flood Area Predictions

- Authors: Pranav Sunil, Soumen Sinha, Rahul Roy | Conference: International Conference on Pattern Recognition (27th ICPR) 2024, Kolkata, India | Link: https://link.springer.com/chapter/10.1007/978-3-031-78169-8_19

Optimal Barcode Representation for NLP Embeddings

- Authors: Soumen Sinha, Shahryar Rahnamayan, Azam Asilian Bidgoli | Conference: IEEE International Conference on Systems, Man, and Cybernetics (IEEE SMC 2024), Malaysia | Publication: IEEE Xplore | Status: Accepted for publication and presentation

A Novel Cascade Classifier Framework for Open-World Medicinal Plant Classification

- Authors: Soumen Sinha, Tanisha Rana, Rahul Roy | Conference: 48th IEEE Computers, Software, and Applications Conference (IEEE COMPSAC 2024), Osaka, Japan | Publication: IEEE Xplore | Link: ieeexplore.ieee.org/abstract/document/10633586 | PPT Link

ALRA: Adaptive Low-Rank Approximations for Neural Network Pruning

- Authors: Soumen Sinha | Conference: 48th IEEE Computers, Software, and Applications Conference (IEEE COMPSAC 2024), Osaka, Japan | Publication: IEEE Xplore | Link: ieeexplore.ieee.org/abstract/document/10633455 | PPT Link

Semantic Segmentation in Aerial Imagery: A Novel Approach for Urban Planning and Development

- Authors: Pawan Chinnari, Soumen Sinha, Budankayla Ishaa, Neha Bharill, Om Prakash Patel | Conference: 48th IEEE Computers Software, and Applications Conference (IEEE COMPSAC 2024), Osaka, Japan | Publication: IEEE Xplore | Link: ieeexplore.ieee.org/abstract/document/10633511 | PPT Link

HybridSeqNet: A Multimodal Approach Incorporating Convolutional and Long Short-Term Memory Networks for Comprehensive Structural Protein Classification

- Authors: Soumen Sinha, Pranav Sunil, Neha Bharill, Om Prakash Patel | Conference: 26th IEEE/ACIS International Winter Conference on Software Engineering, Artificial Intelligence, Networking and Parallel/Distributed Computing, Taiwan | Publication: IEEE Xplore |

Link: ieeexplore.ieee.org/abstract/document/10466300/ | PPT Link

A Novel Robust Kernelized FCM based Multi-Objective Simultaneous Learning Framework for Clustering and Classification

- Authors: Saketh Innani, Pawan Chinnari, Soumen Sinha, Mehek Khan, Neha Bharill, Om Prakash Patel | Conference: IEEE Symposium Series on Computational Intelligence, Mexico City (SSCI 2023) | Publication: IEEE Xplore | Link: ieeexplore.ieee.org/abstract/document/10371818 |

PPT Link

Multiplicative Gaussian Noise Denoising using Partial Differential Equations and Activation Functions: A Robust and Stable Approach

- Authors: Soumen Sinha, Anish Nethi, Mahipal Jetta | Conference: 7th International Conference on Algorithms, Computing and Systems, Greece (ICACS 2023) | Publication: ACM Proceedings | Link: dl.acm.org/doi/abs/10.1145/3631908.3631931 | PPT Link

CAPTCHA Recognition and Analysis Using Custom Based CNN Model - Capsecure

- Authors: Soumen Sinha, Md Imaz Surve | Conference: ICETCI 2023 | Publication: IEEE Xplore | Link: ieeexplore.ieee.org/abstract/document/10331187 | PPT Link

Sentiment Analysis of Russia-Ukraine Conflict: A Hybrid Approach Using VADER, GloVe-embedding and LSTM

- Authors: Soumen Sinha, Saketh Innani, Pawan Chinnari, Mehek Khan | Conference: 7th International Conference on Computer Science and Artificial Intelligence (CSAI 2023), Beijing, China | Publication: ACM Proceedings | Link: dl.acm.org/doi/10.1145/3638584.3638675 | PPT Link

Journals:

Active Learning with Gaussian Process Regression for Solving Nonlinear Time-Dependent Partial Differential Equations

- Authors: Soumen Sinha, Neha Bharill, Om Prakash Patel, Mahipal Jetta | Journal: Engineering Applications of Artificial Intelligence (Elsevier) | Status: Submitted (under review)

A novel approach to navigate taxonomic hierarchy to address the Open World Scenarios in medicinal plant classification

Authors: Soumen Sinha, Tanisha Rana, Rahul Roy | Journal: Computer and Electronics in Agriculture (Elsevier) | Status: Under review

Optimal Barcode Based Feature Representation for NLP Embeddings

Authors: Soumen Sinha, Azam Asilian Bidgoli, Shahryar Rahnamayan | Journal: International Journal of Machine Learning and Cybernetics ( Springer) | Status: Under review

Projects

1. Hawk (Jan 2023 - August 2023)

- Description: Developed an autonomous drone for carrying a medical parcel and autonomously delivering packages to designated areas. The mission included autonomous takeoff, payload dropping, and returning to the home base.

- Research/Project Guide: Prof. Prasad Pokkunuri

- URL: github.com/soumen-bot/Hawk

2. Training Adaptive Models to Learn PDEs for Multiplicative Noise Removal (Jan 2022 - present)

- Description: Studied the similarity between numerical PDE algorithms and neural networks. Developed adaptive models for multiplicative noise removal, prioritizing PSNR optimization to enhance denoising performance. The goal is to develop a robust neural network framework to learn different PDEs and activation functions for image denoising.

- Research/Project Guide: Prof. Mahipal Jetta

-URL: https://github.com/soumen-bot/PDE-denoising-

3. Multiobjective Optimization for Simultaneous Learning of Clustering and Classification (Jan 2022 - July 2023)

- Description: Proposed a novel robust kernelized Fuzzy c-Means based multi-objective simultaneous learning framework (RKFCM-MSCC) for both clustering and classification learning.

- Research/Project Guide: Prof. Neha Bharill and Prof. Om Prakash Patel

- URL: https://github.com/soumen-bot/Multiobjective-optimization-for-simultaneous-learning-of-clustering-and-classification

4. Cap-Secure (June 2022 - August 2022)

- Description: Developed a custom CNN (CAPNET) to detect the vulnerability of text-based CAPTCHAs on high-traffic websites, aiding in the creation of more secure CAPTCHAs.

- Research/Project Guide: Prof. TAN Wee Kek and Prof. Amirhassan Monajemi

- URL: github.com/GGroup11/CapSecure

5. Feza (Jan 2022 - Sept 2022)

- Description: Constructed a UAV with an S1223 airfoil that met the requirements of SAE, India. The UAV was manually launched and carried a payload of 900 grams, with a focus on controllability and weight optimization for structural strength.

- Research/Project Guide: Prof. Neha Bharill

- URL: https://github.com/soumen-bot/Feza