V. Sowmya

Publication Activity (10 Years)

Years Active: 2016-2023
Publications (10 Years): 32

Top Topics

Dimensionality Reduction

Convolutional Neural Networks

Land Cover Classification

Image Classification

Top Venues

Multim. Tools Appl.

J. Intell. Fuzzy Syst.

Publications

V. V. Sajith Variyar, V. Sowmya, Ramesh Sivanpillai, Gregory K. Brown
Learning and Adaptation From Minimum Samples With Heterogeneous Quality: An Investigation of Image Segmentation Networks on Natural Dataset. IEEE Access 11 (2023)
Sudhesh K. M., V. Sowmya, Sainamole Kurian P., O. K. Sikha
AI based rice leaf disease identification enhanced by Dynamic Mode Decomposition. Eng. Appl. Artif. Intell. 120 (2023)
J. Arun Prakash, CR Asswin, Vinayakumar Ravi, V. Sowmya, K. P. Soman
Pediatric pneumonia diagnosis using stacked ensemble learning on multi-model deep CNN architectures. Multim. Tools Appl. 82 (14) (2023)
J. Arun Prakash, Vinayakumar Ravi, V. Sowmya, K. P. Soman
Stacked ensemble learning based on deep convolutional neural networks for pediatric pneumonia diagnosis using chest X-ray images. Neural Comput. Appl. 35 (11) (2023)
Hari Theivaprakasham, S. Darshana, Vinayakumar Ravi, V. Sowmya, E. A. Gopalakrishnan, K. P. Soman
Odonata identification using Customized Convolutional Neural Networks. Expert Syst. Appl. 206 (2022)
Ganesh Kumar M, Vinayakumar Ravi, V. Sowmya, Gopalakrishnan E. A, Soman K. P, Chinmay Chakraborty
Identification of intracranial haemorrhage (ICH) using ResNet with data augmentation using CycleGAN and ICH segmentation using SegAN. Multim. Tools Appl. 81 (25) (2022)
Dev Khare, N. S. Kamal, Barathi Ganesh HB, V. Sowmya, V. V. Sajith Variyar
Enhanced Object Detection in Floor-plan through Super Resolution. CoRR (2021)
Shamika Ganesan, Vinayakumar Ravi, Moez Krichen, V. Sowmya, Roobaea Alroobaea, Soman K. P.
Robust Malware Detection using Residual Attention Network. ICCE (2021)
Ganesh Kumar M, Soman K. P, Gopalakrishnan E. A, Vijay Krishna Menon, V. Sowmya
Prediction of number of cases expected and estimation of the final size of coronavirus epidemic in India using the logistic model and genetic algorithm. CoRR (2020)
Sriram S, Vinayakumar R., V. Sowmya, Mamoun Alazab, K. P. Soman
Multi-scale Learning based Malware Variant Detection using Spatial Pyramid Pooling Network. INFOCOM Workshops (2020)
Sanjana K., V. Sowmya, E. A. Gopalakrishnan, K. P. Soman
Performance Improvement of Deep Residual Skip Convolution Neural Network for Atrial Fibrillation Classification. FICTA (1) (2020)
M. T. Vyshnav, V. Sowmya, E. A. Gopalakrishnan, V. V. Sajith Variyar, Vijay Krishna Menon, K. P. Soman
Deep Learning Based Approach for Multiple Myeloma Detection. ICCCNT (2020)
Isha Indhu S, Kavya S. Kumar, U. Vamsi Krishna, Neethu Mohan, V. Sowmya, K. P. Soman
Investigating the Significance of Dynamic Mode Decomposition for Fast and Accurate Parameter Estimation in Power Grids. ICCCNT (2020)
Ramji Balasubramanian, V. Sowmya, E. A. Gopalakrishnan, Vijay Krishna Menon, V. V. Sajith Variyar, K. P. Soman
Analysis of Adversarial based Augmentation for Diabetic Retinopathy Disease Grading. ICCCNT (2020)
Krishnendu C. S., V. Sowmya, K. P. Soman
Impact of Dimension Reduced Spectral Features on Open Set Domain Adaptation for Hyperspectral Image Classification. FICTA (1) (2020)
T. Tulasi Sasidhar, Sreelakshmi K, Vyshnav M. T, V. Sowmya, Soman K. P.
Land Cover Satellite Image Classification Using NDVI and SimpleCNN. ICCCNT (2019)
Naveen Varghese Jacob, V. Sowmya, K. P. Soman
Effect of denoising on hyperspectral image classification using deep networks and kernel methods. J. Intell. Fuzzy Syst. 36 (3) (2019)
Anju Unnikrishnan, V. Sowmya, K. P. Soman
Deep learning architectures for land cover classification using red and near-infrared satellite images. Multim. Tools Appl. 78 (13) (2019)
Vysakh S. Mohan, R. Vinayakumar, V. Sowmya, K. P. Soman
Deep rectified system for high-speed tracking in images. J. Intell. Fuzzy Syst. 36 (3) (2019)
M. Swarna, V. Sowmya, K. P. Soman
Band selection using variational mode decomposition applied in sparsity-based hyperspectral unmixing algorithms. Signal Image Video Process. 12 (8) (2018)
V. Ankarao, V. Sowmya, K. P. Soman
Multi-sensor data fusion using NIHS transform and decomposition algorithms. Multim. Tools Appl. 77 (23) (2018)
R. Reshma, V. Sowmya, K. P. Soman
Effect of Legendre-Fenchel denoising and SVD-based dimensionality reduction algorithm on hyperspectral image classification. Neural Comput. Appl. 29 (8) (2018)
Chippy Jayaprakash, Bharath Bhushan Damodaran, V. Sowmya, K. P. Soman
Randomized ICA and LDA Dimensionality Reduction Methods for Hyperspectral Image Classification. CoRR (2018)
V. Sowmya, D. Govind, K. P. Soman
Exploring the significance of using perceptually relevant image decolorization method for scene classification. CoRR (2017)
S. Dev Vishnu, Sachin Rajan, V. Sowmya, K. P. Soman
Hyperspectral image denoising: A least square approach using wavelet filters. ICACCI (2017)
V. Sowmya, Aleena Ajay, D. Govind, K. P. Soman
Improved color scene classification system using deep belief networks and support vector machines. ICSIPA (2017)
V. Vishnu Pradeep, V. Sowmya, K. P. Soman
Application of M-band wavelet in pan-sharpening. J. Intell. Fuzzy Syst. 32 (4) (2017)
Shimil Jose, Neethu Mohan, V. Sowmya, K. P. Soman
Least square based image deblurring. ICACCI (2017)
Sachin Rajan, V. Sowmya, D. Govind, K. P. Soman
Dependency of Various Color and Intensity Planes on CNN Based Image Classification. SIRS (2017)
V. Sowmya, D. Govind, K. P. Soman
Significance of contrast and structure features for an improved color image classification system. ICSIPA (2017)
V. Sowmya, D. Govind, K. P. Soman
Significance of incorporating chrominance information for effective color-to-grayscale image conversion. Signal Image Video Process. 11 (1) (2017)
M. Swarna, V. Sowmya, K. P. Soman
Effect of Dimensionality Reduction on Sparsity Based Hyperspectral Unmixing. SoCPaR (2016)