Birla Gloal University

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Faculty

Dr. Manaswini Jena

Designation: Assistant Professor
Extn: 325
Email: manaswini.jena@bgu.ac.in
Area: Deep Learning, Image Processing

  • Educational Qualifications

    Ph.D :

    Ph.D. in Computer Science and Engineering from Siksha ‘O’ Anusandhan University, Bhubaneswar

    M.Tech :

    In Computer Science and Informatics from Siksha ‘O’ Anusandhan University, Bhubaneswar

    B.Tech :

    In Computer Science and Engineering from National Institute of Science and Technology, Berhampur

  • Research Interest
    • Machine Learning
    • Neural Networks
    • Deep Learning
    • Image processing
    • Evolutionary Algorithms
  • Academic Experience
    • October, 2022 onwards – Assistant Professor, Department of Applied Science, Birla Global University, Bhubaneswar
    • March, 2022 – September, 2022 – Assistant Professor, Department of Information Technology, Interscience Institute of Management & Technology, Bhubaneswar
    • December, 2013 – April 2014 and January, 2019 – May, 2019 – Resource Person (Faculty), Department of Computer Science and Engineering, Parala Maharaja Engineering College, Berhampur
    • February, 2015 – February, 2018 – Registered as Fulltime Research Scholar (Ph.D), Department of Computer Science & Engineering (CSE), Institute of Education and Research, Siksha ‘O’ Anusandhan University, Bhubaneswar
  • Publications in Journal/Conference/Seminar
    • Jena M., Mishra D., Mishra S.P., Mallick P.K., “A Tailored Complex Medical Decision Analysis Model for Diabetic Retinopathy Classification Based on Optimized Un-Supervised Feature Learning Approach”, Arabian Journal for Science and Engineering, pp.1-13., 2022. https://doi.org/10.1007/s13369-022-07057-0 (SCI, Impact Factor-2.807 (2021) )
    • Jena M., Mishra D., Mishra S.P., Mallick P.K. and Kumar S., “Exploring the Parametric Impact on a Deep Learning Model and proposal of a 2-Branch CNN for Diabetic Retinopathy Classification with Case Study in IoT-Blockchain based Smart Healthcare System”, Informatica, Vol. 46 (2), 2022. (SCOPUS Indexed)
    • Jena M., Mishra S.P., Mishra D., “A fully convolutional neural network for recognition of diabetic retinopathy in fundus images”, Recent Advances in Computer Science and Communications, 14(2), pp. 395–408, 2021. (SCOPUS Indexed)
    • Jena M., Mishra S.P., Mishra D., “Pragmatic Study of CNN Model and Different Parameters Impact of It for the Classification of Diabetic Retinopathy”, Smart Innovation, Systems and Technologies, 194, pp. 711–718, 2021. (SCOPUS Indexed)
    • Jena M., Mishra S.P., Mishra D., “Empirical analysis of activation functions and pooling layers in CNN for classification of diabetic retinopathy”, International Conference on Applied Machine Learning, pp. 34–39, 8989365, ICAML 2019. (SCOPUS Indexed)
    • Jena M., Mishra S.P., Mishra D., “Detection of Diabetic Retinopathy Images Using a Fully Convolutional Neural Network”, 2nd International Conference on Data Science and Business Analytics, pp. 523–527, 8588972, ICDSBA 2018. (SCOPUS Indexed)
    • M Jena, SP Mishra, D Mishra, “A survey on applications of machine learning techniques for medical image segmentation”, International Journal of Engineering & Technology, Vol. 7 (4), pp. 4489-4495, 2018. (NON-SCOPUS)
    • Jena M., Mishra S., “Review of neural network techniques in the verge of image processing”, Advances in Intelligent Systems and Computing, 628, pp. 345–361, 2018. (SCOPUS Indexed)
    • Jena M., Dash R., Misra B.B., “Biological data analysis using hybrid functional link artificial neural network”, International Conference on Swarm, Evolutionary and Memetic Computing, Vol-8947, pp. 88-97, 2014. (SCOPUS Indexed)
  • International/National Seminar or Conferences attended
    • 3rd INTERNATIONAL CONFERENCE on SEMCO and FANCO held on 20th- 22nd December, 2012 organised by SOA University, Bhubaneswar.
    • NATIONAL WORKSHOP on COMPUTATIONAL INTELLIGENCE held on 12th July, 2013 jointly organised by SOA University, Bhubaneswar & IEEE Computational Intelligence Society.
    • 5th INTERNATIONAL CONFERENCE on SEMCO and FANCO held on 18th- 20th December, 2014 organised by SOA University, Bhubaneswar.
    • SUMMER SCHOOL on ADVANCES IN COMPUTATIONAL INTELLIGENCE held on 14-15th April, 2014 organised by Calcutta Chapter of IEEE Computational Intelligence Society & SOA University, Bhubaneswar.
    • Pre-conference tutorial of 2015 IEEE POWER, COMMUNICATION AND INFORMATION TECHNOLOGY CONFERENCE held on 14th October, 2015 organized by SOA University, Bhubaneswar.
    • NATIONAL WORKSHOP ON DEEP LEARNING & its APPLICATIONS held on 11th-13th May, 2016 at ITER organised by SOA University, Bhubaneswar.
  • FDP/Workshop

    Participated and successfully completed the 5days online FDP on INCULCATING UNIVERSAL HUMAN VALUES IN TECHNICAL EDUCATION (FDP-UHV) conducted during 18-22 July, 2022.