V. Sowmya

According to our database, V. Sowmya authored at least 56 papers between 2016 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

Centralized CNN-GRU Model by Federated Learning for COVID-19 Prediction in India.

Mredulraj S. Pandianchery, V. Sowmya, E. A. Gopalakrishnan, Vinayakumar Ravi, K. P. Soman

IEEE Trans. Comput. Soc. Syst., February, 2024

Deep learning-based approach for multi-stage diagnosis of Alzheimer's disease.

Srividhya L, V. Sowmya, Vinaykumar Ravi, Gopalakrishnan E. A, Soman K. P

Multim. Tools Appl., February, 2024

Open Set Domain Adaptation for Classification of Dynamical States in Nonlinear Fluid Dynamical Systems.

S. Akshay, E. A. Gopalakrishnan, Sowmya Vishvanathan, J. Venkatramani, Dheeraj Tripathi, Jay Shankar Prasad, Sirshendu Mondal

IEEE Access, 2024

2023

Two-stage deep learning model for automate detection and classification of lung diseases.

Ganeshkumar M., Vinayakumar Ravi, V. Sowmya, E. A. Gopalakrishnan, K. P. Soman, M. Rupeshkumar

Soft Comput., November, 2023

Stacked ensemble learning based on deep convolutional neural networks for pediatric pneumonia diagnosis using chest X-ray images.

J. Arun Prakash, Vinayakumar Ravi, V. Sowmya, K. P. Soman

Neural Comput. Appl., April, 2023

AI based rice leaf disease identification enhanced by Dynamic Mode Decomposition.

Sudhesh K. M., V. Sowmya, Sainamole Kurian P., O. K. Sikha

Eng. Appl. Artif. Intell., April, 2023

Lung-GANs: Unsupervised Representation Learning for Lung Disease Classification Using Chest CT and X-Ray Images.

Pooja Yadav, Neeraj Menon, Vinayakumar Ravi, Sowmya Vishvanathan

IEEE Trans. Engineering Management, 2023

Explainable Deep Learning-Based Approach for Multilabel Classification of Electrocardiogram.

Ganeshkumar M., Vinayakumar Ravi, V. Sowmya, Gopalakrishnan E. A, Soman K. P

IEEE Trans. Engineering Management, 2023

Pediatric pneumonia diagnosis using stacked ensemble learning on multi-model deep CNN architectures.

J. Arun Prakash, CR Asswin, Vinayakumar Ravi, V. Sowmya, K. P. Soman

Multim. Tools Appl., 2023

Transfer learning approach for pediatric pneumonia diagnosis using channel attention deep CNN architectures.

J. Arun Prakash, CR Asswin, K. S. Dharshan Kumar, Avinash Dora, Vinayakumar Ravi, V. Sowmya, E. A. Gopalakrishnan, Soman K. P.

Eng. Appl. Artif. Intell., 2023

Unleashing the Power of Dynamic Mode Decomposition and Deep Learning for Rainfall Prediction in North-East India.

Paleti Nikhil Chowdary, Sathvika P, Pranav U, Rohan S, V. Sowmya, E. A. Gopalakrishnan, Dhanya M

CoRR, 2023

Learning (With) Distributed Optimization.

Aadharsh Aadhithya A, Abinesh S, Akshaya J, Jayanth M, Vishnu Radhakrishnan, Sowmya Vishvanathan, Soman K. P

CoRR, 2023

Learning and Adaptation From Minimum Samples With Heterogeneous Quality: An Investigation of Image Segmentation Networks on Natural Dataset.

V. V. Sajith Variyar, V. Sowmya, Ramesh Sivanpillai, Gregory K. Brown

IEEE Access, 2023

Weighted Average Ensemble Approach for Pediatric Pneumonia Diagnosis Using Channel Attention Deep CNN Architectures.

CR Asswin, J. Arun Prakash, K. S. Dharshan Kumar, Avinash Dora, V. Sowmya, Meshari Almeshari, Yasser Alzamil

Proceedings of the Mining Intelligence and Knowledge Exploration, 2023

Deep Learning-Based Open Set Domain Hyperspectral Image Classification Using Dimension-Reduced Spectral Features.

Krishnendu C. S., V. Sowmya, K. P. Soman

Proceedings of the Smart Computer Vision, 2023

Initial Stage Identification of COVID-19 Using Capsule Networks.

Shamika Ganesan, R. Anand, V. Sowmya, K. P. Soman

Proceedings of the Smart Computer Vision, 2023

2022

Identification of intracranial haemorrhage (ICH) using ResNet with data augmentation using CycleGAN and ICH segmentation using SegAN.

Ganesh Kumar M, Vinayakumar Ravi, V. Sowmya, Gopalakrishnan E. A, Soman K. P, Chinmay Chakraborty

Multim. Tools Appl., 2022

Odonata identification using Customized Convolutional Neural Networks.

Hari Theivaprakasham, S. Darshana, Vinayakumar Ravi, V. Sowmya, E. A. Gopalakrishnan, K. P. Soman

Expert Syst. Appl., 2022

Explainable AI Framework for COVID-19 Prediction in Different Provinces of India.

Mredulraj S. Pandianchery, Gopalakrishnan E. A, V. Sowmya, Vinayakumar Ravi, Soman K. P

CoRR, 2022

EfficientNet convolutional neural networks-based Android malware detection.

Pooja Yadav, Neeraj Menon, Vinayakumar Ravi, Sowmya Vishvanathan, Tuan D. Pham

Comput. Secur., 2022

A two-stage deep learning framework for image-based android malware detection and variant classification.

Pooja Yadav, Neeraj Menon, Vinayakumar Ravi, Sowmya Vishvanathan, Tuan D. Pham

Comput. Intell., 2022

2021

Enhanced Object Detection in Floor-plan through Super Resolution.

Dev Khare, N. S. Kamal, Barathi Ganesh HB, V. Sowmya, V. V. Sajith Variyar

CoRR, 2021

Geometry Based Machining Feature Retrieval with Inductive Transfer Learning.

N. S. Kamal, Barathi Ganesh HB, Sajith Variyar VV, V. Sowmya, Soman K. P.

CoRR, 2021

Robust Malware Detection using Residual Attention Network.

Shamika Ganesan, Vinayakumar Ravi, Moez Krichen, V. Sowmya, Roobaea Alroobaea, Soman K. P.

Proceedings of the IEEE International Conference on Consumer Electronics, 2021

Performance Improvement in Deep Learning Architecture for Phonocardiogram Signal Classification Using Spectrogram.

R. Sai Kesav, M. Bhanu Prakash, Krishanth Kumar, V. Sowmya, K. P. Soman

Proceedings of the Advances in Computing and Data Sciences - 5th International Conference, 2021

Synthetic Data Augmentation of MRI using Generative Variational Autoencoder for Parkinson's Disease Detection.

Yamini Madan, Iswarya Kannoth Veetil, Sowmya Vishvanathan, Gopalakrishnan E. A, Soman K. P

Proceedings of the Evolution in Computational Intelligence, 2021

Geometry-Based Machining Feature Retrieval with Inductive Transfer Learning.

N. S. Kamal, Barathi Ganesh H. B., V. V. Sajith Variyar, V. Sowmya, K. P. Soman

Proceedings of the Intelligent Data Engineering and Analytics, 2021

2020

Prediction of number of cases expected and estimation of the final size of coronavirus epidemic in India using the logistic model and genetic algorithm.

Ganesh Kumar M, Soman K. P, Gopalakrishnan E. A, Vijay Krishna Menon, V. Sowmya

CoRR, 2020

Significance of processing chrominance information for scene classification: a review.

Sowmya Vishvanathan, D. Govind, K. P. Soman

Artif. Intell. Rev., 2020

Multi-scale Learning based Malware Variant Detection using Spatial Pyramid Pooling Network.

Sriram S, Vinayakumar R., V. Sowmya, Mamoun Alazab, K. P. Soman

Proceedings of the 39th IEEE Conference on Computer Communications, 2020

Deep Learning Based Approach for Multiple Myeloma Detection.

M. T. Vyshnav, V. Sowmya, E. A. Gopalakrishnan, V. V. Sajith Variyar, Vijay Krishna Menon, K. P. Soman

Proceedings of the 11th International Conference on Computing, 2020

Investigating the Significance of Dynamic Mode Decomposition for Fast and Accurate Parameter Estimation in Power Grids.

Isha Indhu S, Kavya S. Kumar, U. Vamsi Krishna, Neethu Mohan, V. Sowmya, K. P. Soman

Proceedings of the 11th International Conference on Computing, 2020

Analysis of Adversarial based Augmentation for Diabetic Retinopathy Disease Grading.

Ramji Balasubramanian, V. Sowmya, E. A. Gopalakrishnan, Vijay Krishna Menon, V. V. Sajith Variyar, K. P. Soman

Proceedings of the 11th International Conference on Computing, 2020

Impact of Dimension Reduced Spectral Features on Open Set Domain Adaptation for Hyperspectral Image Classification.

Krishnendu C. S., V. Sowmya, K. P. Soman

Proceedings of the Evolution in Computational Intelligence, 2020

Performance Improvement of Deep Residual Skip Convolution Neural Network for Atrial Fibrillation Classification.

Sanjana K., V. Sowmya, E. A. Gopalakrishnan, K. P. Soman

Proceedings of the Evolution in Computational Intelligence, 2020

Digital Forensics for Drones: A Study of Tools and Techniques.

Sowmya Vishvanathan, Zubair A. Baig

Proceedings of the Applications and Techniques in Information Security, 2020

2019

Hyperspectral Image: Fundamentals and Advances.

V. Sowmya, K. P. Soman, M. Hassaballah

Proceedings of the Recent Advances in Computer Vision - Theories and Applications, 2019

Scene Classification Using Transfer Learning.

Nikhil Damodaran, V. Sowmya, D. Govind, K. P. Soman

Proceedings of the Recent Advances in Computer Vision - Theories and Applications, 2019

Deep learning architectures for land cover classification using red and near-infrared satellite images.

Anju Unnikrishnan, V. Sowmya, K. P. Soman

Multim. Tools Appl., 2019

Deep rectified system for high-speed tracking in images.

Vysakh S. Mohan, R. Vinayakumar, V. Sowmya, K. P. Soman

J. Intell. Fuzzy Syst., 2019

Effect of denoising on hyperspectral image classification using deep networks and kernel methods.

Naveen Varghese Jacob, V. Sowmya, K. P. Soman

J. Intell. Fuzzy Syst., 2019

Land Cover Satellite Image Classification Using NDVI and SimpleCNN.

T. Tulasi Sasidhar, Sreelakshmi K, Vyshnav M. T, V. Sowmya, Soman K. P.

Proceedings of the 10th International Conference on Computing, 2019

2018

Band selection using variational mode decomposition applied in sparsity-based hyperspectral unmixing algorithms.

M. Swarna, V. Sowmya, K. P. Soman

Signal Image Video Process., 2018

Effect of Legendre-Fenchel denoising and SVD-based dimensionality reduction algorithm on hyperspectral image classification.

R. Reshma, V. Sowmya, K. P. Soman

Neural Comput. Appl., 2018

Multi-sensor data fusion using NIHS transform and decomposition algorithms.

V. Ankarao, V. Sowmya, K. P. Soman

Multim. Tools Appl., 2018

Randomized ICA and LDA Dimensionality Reduction Methods for Hyperspectral Image Classification.

Chippy Jayaprakash, Bharath Bhushan Damodaran, V. Sowmya, K. P. Soman

CoRR, 2018

2017

Significance of incorporating chrominance information for effective color-to-grayscale image conversion.

V. Sowmya, D. Govind, K. P. Soman

Signal Image Video Process., 2017

Application of M-band wavelet in pan-sharpening.

V. Vishnu Pradeep, V. Sowmya, K. P. Soman

J. Intell. Fuzzy Syst., 2017

Significance of perceptually relevant image decolorization for scene classification.

Sowmya Vishvanathan, Govind Divakaran, Kutti Padanyl Soman

J. Electronic Imaging, 2017

Exploring the significance of using perceptually relevant image decolorization method for scene classification.

V. Sowmya, D. Govind, K. P. Soman

CoRR, 2017

Dependency of Various Color and Intensity Planes on CNN Based Image Classification.

Sachin Rajan, V. Sowmya, D. Govind, K. P. Soman

Proceedings of the Advances in Signal Processing and Intelligent Recognition Systems, 2017

Significance of contrast and structure features for an improved color image classification system.

V. Sowmya, D. Govind, K. P. Soman

Proceedings of the 2017 IEEE International Conference on Signal and Image Processing Applications, 2017

Improved color scene classification system using deep belief networks and support vector machines.

V. Sowmya, Aleena Ajay, D. Govind, K. P. Soman

Proceedings of the 2017 IEEE International Conference on Signal and Image Processing Applications, 2017

Hyperspectral image denoising: A least square approach using wavelet filters.

S. Dev Vishnu, Sachin Rajan, V. Sowmya, K. P. Soman

Proceedings of the 2017 International Conference on Advances in Computing, 2017

Least square based image deblurring.

Shimil Jose, Neethu Mohan, V. Sowmya, K. P. Soman

Proceedings of the 2017 International Conference on Advances in Computing, 2017

2016

Effect of Dimensionality Reduction on Sparsity Based Hyperspectral Unmixing.

M. Swarna, V. Sowmya, K. P. Soman

Proceedings of the Eighth International Conference on Soft Computing and Pattern Recognition, 2016