Manisha Saini is an expert in the area of computer vision, machine learning, deep learning, data science, neural networks, natural language processing, data mining and predictive modelling.
She has more than five years of academic and research experience.
She completed her B.Tech from Maharshi Dayanand University and her M.Tech from the Institute of Technology and Management University. Currently, she is pursuing her PhD from the Delhi Technological University.
Publications (from 2015)
‘Performance evaluation of blind image steganalysis features using self-organizing map network’, International Journal of Advanced Research in Computer Science and Software Engineering, 6(4). (Saini, M., 2016).
‘Performance evaluation of DCT and DWT features for blind image steganalysis using neural networks,’ International Journal of Computer Applications, 114(5), (Saini, M., Chhikara, R., 2015).
‘DWT feature based blind image steganalysis using neural network classifier’. International Journal of Engineering Research and Technology, 4(4). (Saini, M., Chhikara, R., 2015).
Scholarly Conference Proceedings and Book Chapters
‘Data augmentation of minority class with transfer learning for classification of imbalanced breast cancer dataset using inception-V3’, Ninth Iberian Conference on Pattern Recognition and Image Analysis, Madrid, Spain. (Saini, M., and Susan, S., 1-4 July 2019).
‘Performance evaluation of features extracted from DWT domain’, Software Engineering, pp. 257-265. Singapore (Saini, M., Chhikara, R., 2019).
‘Comparison of deep learning, data augmentation and bag of visual-words for classification of imbalanced image datasets’, Second International Conference on Recent Trends in Image Processing and Pattern Recognition, Solapur University, Maharashtra. (Saini, M., and Susan, S., 21-22 December 2018).
‘Performance evaluation of features extracted from DWT domain’, CSI-2015 Convention on “Digital Life”, Delhi. (Saini, M., and Chhikara, R., 2 - 5 December, 2018).
‘An overview of SIFT representation of image and classification’, ICPR-2017 International Springer Conference, Ambedkar Institute of Advanced Communication Technologies & Research, Delhi. (Saini, M., Susan, S., 21-22 December 2017).
‘Automation of irrigation techniques using ANN and Fuzzy Logic’, Third International Conference on Recent Developments in Science, Engineering and Technology (REDSET 2016), G D Goenka University, Gurgaon. (Saini, M., Arora, S., and Vishal, A., 20-21 October, 2016).
‘Discrete wavelet transformation features for blind image steganalysis’, Second International Conference on Recent Developments in Science, Engineering and Technology (REDSET 2015), G D Goenka University, Gurgaon. (Saini, M., and Chhikara, R., 30-31 October, 2015).
Manisha’s research interests are focused on computer vision, machine learning, deep learning, neural networks and data science, natural language processing.
Contributions to the Profession and Awards
Reviewer of ‘IEEE Transactions on Neural Networks and Learning Systems’ Journal.
Conducted various lab module based sessions in other organisations related to her expertise domain.
IBM certified faculty member.
Mentored B.Tech (CSE) students of G D Goenka University who won cash Prize of Rs.5000/- for Project Titled “World cloud for Events” in Anveshana 2018 (Regional level Fair of Delhi-NCR).
Awarded as best mentor and dedicated faculty award for the academic year 2019-20 at GD Goenka School of Engineering.
Best paper award in international conference on recent developments in science, engineering and technology, held at G D Goenka University, Gurgaon, India, 30-31st October, 2015.