Prof. Dr. SUPRIYA M H
Professor
Department of Electronics
Cochin University of Science and Technology
Kochi - 682022,
Kerala, India
E-mail-
supriya@cusat.ac.in
BRIEF BIO
Supriya started her career in CUSAT in 1999. She was awarded Ph.D in the year 2008. She has more than 150 publications, a patent and few awards to her credit. She has been a member of Academic Council, Academic Committee etc. After completing Ph.D in the field of underwater target detection, have guided students in the field of ocean technology. The latest field of study is in Machine Learning.
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RESEARCH INTERESTS
Computer Technology, Signal Processing, Underwater Acoustics Target Identification, Underwater Communication
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JOURNAL PUBLICATIONS (RECENT) [TOTAL PUBLICATIONS : 43]
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Total hip replacement monitoring: numerical models for the acoustic emission technique, Medical & Biological Engineering & Computing, Springer 2022
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Passive sonar automated target classifier for shallow waters using end-to-end learnable deep convolutional LSTMs, , 2021
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Generative Adversarial Learning for Improved Data Efficiency in Underwater Target Classification, , 2021
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Passive Sonar Target Classification using Deep Generative -VAE, , 2021
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Passive Shallow Water Automated Target Recognition using Deep Convolutional Bidirectional Long Short Term Memory, , 2021
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A Generalized Deep Learning Model for Denoising Image Datasets, , 2020
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Performance Comparison of Convolutional Neural Network-based model using Gradient Descent Optimization algorithms for the Classification of Low Quality Underwater Images, , 2020
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Modular Microservice based GPU Utilization Manager with Gunicorn, Journal of Science and Technology, 2020
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Efficiency of Various Time-Frequency Representations in Deep Neural Network based Passive Sonar Target Classifiers, International Journal of Innovative Technology and Exploring Engineering (IJITEE), Vol. 9, 2020
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A GTCC-Based Underwater HMM Target Classifier with Fading Channel Compensation, Journal of Sensors, Vol. 2018, 2018
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CONFERENCE PUBLICATIONS (RECENT) [TOTAL PUBLICATIONS : 123]
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Analysis of U-Net Based Image Segmentation Model on Underwater Images of Different Species of Fishes, SYMPOL 2021, 2021
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Dehazing Underwater Images Using Encoder Decoder Based Generic Model-Agnostic Convolutional Neural Network, International Symposium on Ocean Technology, 2021
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Deep Neural Based Beamforming Techniques for Direction of Arrival (DOA) Estimation, International Symposium on Ocean Technology, SYMPOL 2021, 2021
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Binaural Listening based DOA Estimation of Underwater Targets using Unsupervised GMM, 2021 International Symposium on Ocean Technology, SYMPOL 2021, 2021
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Semantic Segmentation of Underwater Images using UNet architecture based Deep Convolutional Encoder Decoder Model, Semantic Segmentation of Underwater Images using UNet architecture based Deep Convolutional Encoder Decoder Model, 2021
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Underwater Object Detection model based on YOLOv3 architecture using Deep Neural Networks, 7th International Conference on Advanced Computing and Communication Systems (ICACCS), 2021
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Unsupervised Image Segmentation model based on W Net architecture and Conditional Random Field for Underwater Images, 7th International Conference on Advanced Computing and Communication Systems (ICACCS), 2021
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Facial Emotion Recognition Using Deep Convolutional Neural Network, 6th International Conference on Advanced Computing & Communication Systems , 2020
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Prototype Implementation of Spatial Filtering using Sensor Array, International Symposium on Ocean Technology, SYMPOL, 2019
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Underwater Image Enhancement Using White Balance, USM and CLHE, International Symposium on Ocean Technology, SYMPOL, 2019
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PATENT