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Dr. Shylaja S S

Director of Cloud Computing & Big Data (CCBD), Centre for Data Sciences & Applied Machine Learning (CDSAML)
  • Teaching

About

Dr. Shylaja S S is the Chairperson, Department of Computer Science and Engineering (UG Studies) at P E S University, Bangalore. She is also the Professor and Head, Department of CSE and Department of ISE at P E S Institute of Technology (PESIT), Bangalore. She completed her Bachelor's degree from UVCE, Bangalore University in 1989, Master's degree from Sri Jayachamarajendra College of Engineering, Mysore University in 1993. She secured the First rank in the university in her M. Tech course. She completed the 'C' level course from DOEACC and holds a Ph.D in the domain of Face Recognition from Visvesvaraya Technological University (VTU). She has 28 years of teaching experience and 15 years of research experience. She has several journal articles, national and international conference publications to her credit. She has taught a plethora of courses and has guided several projects and research activities at undergraduate and postgraduate levels. She is a member of BOS of several organizations, reviewer of conferences and member of many technical committees. Dr. Shylaja is heading two centers at P E S University, the Center for Data Sciences and Applied Machine Learning (CDSAML) and the Huawei Innovation Lab, facilitating research and internship opportunities for students and faculty members. Her research areas include Image Processing, Computer Vision, Natural Language Processing and Machine Learning.

Education

  • B.E, UVCE, Bangalore University, 1989

  • M. Tech, Mysore University, 1993

  • 'C' Level, DOEACC (New Delhi), 2000

  • Ph.D, VTU, 2013

Experience

  • Chairperson and Professor & Head, CSE & ISE, PES University (UG & PG Studies) & PES Institute of Technology, 2019 - Till Date

  • Chairperson & Head, CSE & ISE, PES University (UG Studies) & PES Institute of Technology, 2017 - 2019

  • Professor and Head, ISE, PES Institute of Technology, 2002 - 2017

  • Assistant Professor, PES Institute of Technology, 1999 - 2002

  • Lecturer, MSRIT, 1993 - 1999

  • Lecturer, BMS, 1989 - 1991

Achievements

  • First Rank in M.Tech

  • ACM best paper award for Women in Computing

  • Awarded Best Paper for Cloud Image Prior: Single Image Cloud Removal at International Conference on Innovative Computing and Communication ICICC-2021

Teaching

  • Under Graduate Courses: Data Structures, Design and Analysis of Algorithms, Operating Systems, Database Management Systems, Data Communication, Computer Networks, Management Information System, Computer Architecture and Organization, Microprocessor, Digital Design, Electronics Circuits, System Programming, UNIX System Programming, UNIX Shell Programming, COBOL, Problem Solving with 'C', OOP with C

  • Post Graduate Courses: Digital Image Processing, Cloud Computing

  • Special Topics: Computational Photography, Frameworks, Image Processing and Computer Vision, Matlab, OpenCv, Machine Learning.

Responsibilities

  • Chairperson, Department of Computer Science and Engineering (UG Studies), P E S University

  • Professor & Head, Department of CSE and Department of ISE, P E S Institute of Technology

  • P E S University - BOS Member

  • CMR (MCA) - BOS Member

  • Dr. AIT - BOS Member

Research Interest

  • Computer Vision and Image Processing

  • Machine Learning

  • Natural Language Processing

  • Cyber Forensics

Research Projects

  • Revisiting concept Activation Vectors for AI interpretability in Health Care

  • Sign Language translation

  • Facial Image Generation using Textual Description

  • Video captioning using deep learning

  • Video Summarization

  • Free Space detection for automatic design of Indian roads

  • Facial Expression Recognition

  • AR model for product understanding

  • Indian Sign Language Recognition

  • Speech Calculator

  • Dehazing in an unconstrained scene

  • Gait Recognition

  • Free Space detection

Conferences

  • Muttaraju C, Prabhu R.N, Sheetal S, Uma D. and Shylaja S.S., �IFF: An Intelligent Fashion Forecasting System�, Lecture Notes on Data Engineering and Communications Technologies, Volume 142, 2022, pp. 487-498, DOI:10.1007/978-981-19-3391-2_37.

  • Srinidhi Temkar, Amrutha Ukkalam, Sanket N D, Mahesh D, and Shylaja S.S., �TTF-ST: Diversified Text to Face Image Generation using Best-Match Search and Latent Vector Transformation�, IVCNZ, 2022.

  • Rajesh M, Kulkarni C and Shylaja S.S., �BEUD: Bifold-Encoder Uni-Decoder Based Network for Anomaly Detection�, Communications in Computer and Information Science, Volume 1602 CCIS, 2022, pp. 31-43, DOI:10.1007/978-3-031-08974-9_3.

  • Itagi S, Gowda S, Udupa T and Shylaja S.S., �Future Frame Prediction Using Deep Learning �, Lecture Notes in Electrical Engineering, Volume 806, 2022, pp. 187-199, DOI:10.1007/978-981-16-6448-9_21.

  • Asokan A.R, Kumar N, Ragam A.V and Shylaja S.S., �Interpretability for Multimodal Emotion Recognition using Concept Activation Vectors�, Proceedings of the International Joint Conference on Neural Networks, July 2022, DOI:10.1109/IJCNN55064.2022.9892315.

  • Mohith Rajesh, Chinmay Kulkarni and Shylaja S.S., �BEUD:Bifold-Encoder Uni- Decoder based Network for Anomaly Detection�, International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems, IPMU 2022.

  • Shylaja S. S, Vinay P, Abhisheka K S, Lithesh Shetty and Kushal T M, �Non Homogeneous Realistic Single Image Dehazing�, IEEE/CVF Winter Conference on Applications of Computer Vision Workshops (WACVW), 2022.

  • Abhijnya Bhat, Sejal Priya, Kishan Minna Murthy, and Shylaja S.S., �Virtual Yoga Instructor: A Combination of Neural Network based Pose Detector and Geometric computation based Correctness Feedback Provider�, Conference on Machine Learning, Image Processing, Network Security and Data Science (MIND-2022), NIT Bhopal.

  • Sujeeth A Vankudari, Navneet Raju, Anirudh Maiya, Hebbar R, Uma D, Shylaja S.S and Ganesha Raj K., �Performance of Different U-NET Architectures for Inventory of Coconut Plantations using Cartosat-2 Multispectral data� International Geoscience and Remote Sensing Symposium, IGARSS 2021.

  • Honnavalli D and Shylaja S.S., �Supervised Machine Learning Model for Accent Recognition in English Speech Using Sequential MFCC Features�, Advances in Intelligent Systems and Computing, Volume 1133, 2021, pp. 55-66, DOI:10.1007/978- 981-15-3514-7_5.

  • Katrak K.K, Chandan R, Lanka S, Chitra G.M and Shylaja S.S., �Sparse Reflectance Map-Based Fabric Characterization�, Advances in Intelligent Systems and Computing, Volume 1133, 2021, pp. 223-235, DOI:10.1007/978-981-15-3514-7_19.

  • Rajashekar V, and Shylaja S.S., �Analysis of Gait and Face Biometric Traits from CCTV Streams for Forensics�, Advances in Intelligent Systems and Computing, Volume 1189, 2021, pp. 335-342, DOI:10.1007/978-981-15-6067-5_37.

  • Chinmay Kulkarni, Mohith R and Shylaja S.S., �Custom Binary Cross Entropy Based Anomaly Detection in Bank Transactions using Deep Convolutional Neural Network�, 23rd International Conference on Information Integration and WebIntelligence (iiWAS2021), 2021, ACM, ISBN 978-1-4503-9556-4.

  • Krishnan S. Rajesh and Shylaja S.S Text-based Image Retrieval Using Captioning?, Fourth International Conference on Electrical, Computer and Communication Technologies (ICECCT), Sept.2021, pp. 1-5, DOI: 10.1109/ICECCT52121.2021.9616897.

  • Das A, S. Pai, V. S. Shenoy, T. Vinay, and S.S. Shylaja, & D2ehazing: Real-Time Dehazing in Traffic Video Analytics by Fast Dynamic Bilateral Filtering" Proceedings of 3rd International Conference on Computer Vision and Image Processing: Springer, 2020. pp. 127�137.

  • Yashaswini S, Dr. Shylaja S. S, Orientational Aspects of Objects in Text to 3D Scene Generation for Interior Designing & ICECAET , International Conference June 2020.

  • Shylaja S.S and Abhishek Narayanan, "An Efficient Video Deraining Algorithm Using Bilateral Filtering on Adaptive Time Slices" & IIIT, Bhubaneswar, India,19-21 December 2019.

  • Gopinath G, Kumar J, Shetty N and Shylaja S.S., ?A deep learning approach to speech recognition of digits?, Communications in Computer and Information Science, Volume 1045, 2019, pp. 117-126, DOI:10.1007/978-981-13-9939-8_11.

  • Das A, A. Narayanan, A. Abhishek, V. A Reddy, and S.S. Shylaja, "A Novel Algorithm for Deraining Videos Using Range-Domain Filtering with Spatio-Temporal Correspondence", 2019 Fifth International Conference on Image Information Processing (ICIIP): IEEE, pp. 46�51, 2019.

  • Kayan k Katarak, Rithvik Chandan, Sirisha Lanka, Chitra G M and Shylaja S.S., �Sparse Reflectance based Fabric Categorisation�, AIDE May 2019.

  • A. Ashok, M. Guruprasad, C. O. Prakash and S.S. Shylaja, "A Machine Learning Approach for Disease Surveillance and Visualization using Twitter Data," 2019 International Conference on Computational Intelligence in Data Science ICCIDS, Chennai, India, 2019, pp. 1-6.

  • Hardik Gourisaria, Akhilarka Jayanthi, Tanay Gangey, Rama Devi P and Shylaja S.S., �Generating Captions for Underwater Images Using Deep Learning Models�, Conference on Artificial Intelligence: Research Innovations & its Applications, CAIRIA January 2019 pp. 49- 58.

  • Anush Kini, Rama Devi P, and Shylaja S.S., � Toward the generation of Under Water Images using GAN�s� Conference on Artificial Intelligence: Research Innovations & its Applications, CAIRIA January 2019 pp. 15- 24.

  • Bhandia P,�V. Yamnur,�K. Rakesh, and �S.S. Shylaja, "Augmenting Deep Learned Representation Based Portfolio Selection With Predictive Shallow Networks 2019 Fifteent�International Conference on Information Processing (ICINPRO): IEEE, pp. 1�5, 2019.

  • A. Das, V. S. Shenoy, T. Vinay and S.S. Shylaja, "A Faster High-Dimensional Bilateral Image Filtering By Efficient Utilization of Color Sparsness Offline," IEEE Applied Signal Processing Conference ASPCON, Kolkata, India, 2018, pp. 49-53.

  • Shylaja S.S, Abhishek Narayanan, Abhijith Venugopal and Abhishek Prasad, "Recurrent Neural Network Architectures with Trained Document Embeddings for Flagging Cyber- Aggressive Comments on Social media� ADCOM 2018 pp. 40-48.

  • Apurba Das, Shashidhar Pai and Shylaja S.S., �D2ehazing: Real-time Dehazing in Traffic Video Analytics by Fast Dynamic Bilateral Filtering� ,Third International Conference on Computer Vision and Image Processing September 29 - October 1, 2018 pp. 127-137.

  • K. Manoj and S.S. Shylaja, "Scene Classification with Deep Neural Nets Using Background Suppression," 2018 International Conference on Information Technology ICIT, Bhubaneswar, India, 2018, pp. 178-181.

  • Lalith Narayan and Shylaja S.S, �Multi-Level Stemming Based on Rules of Morphology for the Purposes of Implementation of Word Embeddings on Kannada�,15th International Conference on Natural Language Processing, Punjabi University, Patiala, India December, ICON 2018.

  • Shylaja S.S, Abhishek Narayanan, Abhijith Venugopal and Abhishek Prasad , �Document Embedding Generation for Cyber-Aggressive Comment Detection using Supervised Machine Learning Approach�, ICON 2017 pp. 348-355.

  • A. Das, P. Nair, S.S. Shylaja and K. N. Chaudhury, "A concise review of fast bilateral filtering, "2017 Fourth International Conference on Image Information Processing (ICIIP), Shimla, 2017, pp. 1-6 (Received The Best Paper Award).

  • L. Jain, Harsha Vardhan M. A, Nishanth M. L. and S.S. Shylaja, "Cloud-Based System for Supervised Classification of Plant Diseases Using Convolutional Neural Networks," IEEE International Conference on Cloud Computing in Emerging Markets (CCEM), Bangalore, 2017, pp. 63-68.

  • S.S. Shylaja, S Natarajan, K N Balasubramanyamurthy, KG Abhijit, Jayashree Diwakar and S Mohammed Saifulla, �Aggregation of Gabor wavelets and curvelets with PCA for efficient retrieval of face images� in Proceedings of the 1st Amrita ACM-W Celebration on Women in Computing, India 2016.

  • Lavanya P, Harshith G, Chiraag and Shylaja S.S., �Pedestrian and Vehicle Detection for Advanced Driver Assistance Systems�, International Conference on Computational Intelligence and Information Technology, cochin, 2016.

  • Akshay Varun, Prajwal Srinivas, Pramod V M and Dr. Shylaja S.S., �Classification of Fashionwear using Deep Learning�, Fourth International Conference on Emerging Research in Computing, Information, Communication and Applications, ERCICA 2016 pp 605-611.

  • V. S. Chavan and Shylaja S.S., "Machine learning approach for detection of cyber- aggressive comments by peers on social media network, "Advances in Computing, Communications and Informatics ICACCI, 2015 International Conference on, Kochi, 2015, pp. 2354-2358.

  • Ankit, Akshay, Avani, and Shylaja S.S, �Automatic Defect Detection in Mechanical Members using Computer Vision� in ICKCE 2015 - 2nd Best Paper Award.

  • Vinay A, Shylaja S.S and S Natarajan, �A Comparative Study of SVD and Its Reduced Variants for Block-Based Face Recognition using Computational Model�, in the Elsevier Publication of International Conference on Recent Trends in Engineering and Technology� ICRTET 2014, Volume 2, pp. 115-123.

  • Mohan Ramakrishna and Shylaja S.S., �Is ORB Efficient Over SURF for Object Recognition� in the International Journal of Advanced Research in Computer Engineering & Technology,2014.Volume 3, number 8, pp 2783�2788.

  • Shylaja S.S, K N Balasubramanya Murthy and S. Natarajan, �Application of SIFT and Volumetric-SIFT for Face Recognition - A Comparative Study�, in the Elsevier Publication of International Conference on Recent Trends in Engineering and Technology� ICRTET-2014, Volume 2, pp. 922-930.

  • Aayush Agarwal, Raje Neha, Manisha, and Shylaja S.S., �A Survey of Cloud Based Load Balancing Techniques�, in the International Conference on Electrical, Electronics, Computer Science and Mechanical Engineering, 2014, pp. 9-13.

  • Aayush Agarwal, Manisha G, Raje Neha Milind, and Shylaja S.S., �Efficient Load Balancing in Cloud�, in the IEEE Cloud Computing for Emerging Markets, October 2014.

  • Agarwal, Aayush, G. Manisha, Raje Neha Milind, and S.S. Shylaja, "Performance analysis of cloud-based load balancing techniques.", IEEE International Conference on Parallel, Distributed and Grid Computing PDGC, 2014 pp. 49-52.

  • Goutham S M and Shylaja S.S, �Super Resolution Techniques On Low Resolution Images For Face Recognition�, in the Proceedings of IRAJ International Conference on Electrical, Electronics and Robotics, 2013, pp. 21-26.

  • Chetan Ballur and Shylaja S.S, �Application of Local Binary Pattern and Principal Component Analysis For Face Recognition�, in the Proceedings of IRAJ International Conference on Electrical, Electronics and Robotics, 2013 pp. 15-20. (Excellent Paper Award).

  • Shylaja S.S, K N B Murthy, Dr. S Natarajan, Nitin Kumar and Ruby Agarwal, �Effective Eye Localization using Local Binary Pattern�, in the proceedings of International Conference & Workshop on Emerging Trends in Technology, 2012. Vol. 1, No. 2, pp. 40-47.

  • Shylaja S.S, K N Balasubramanya Murthy, S Natarajan, Anand Prasad, Atul Modi and Sanjay Harlalka, �Feature Extraction using Marker Based Watershed Segmentation on the Human Face�, in the proceedings of IEEE International Conference on Computer Communication and Informatics, 2012, pp. 1- 5.

  • Harsha Yadappanavar and Shylaja S.S, �Machine Learning Approach for Smile Detection in Real Time Images�, in the proceedings of Computer Science and Information Technologies CITS, 2011, pp.1-7.

  • Shylaja S.S, Abhijit K G, Jayashree D and Mohammed Saifulla S, �Feature extraction and Comparison of face images using Gabor Filters�, JVIT 2010.

  • Shylaja S.S, K N Balasubramanya Murthy, S Natarajan, Akshatha Udupa and Kusuma A, �Comparative Analysis of MPEG-7�s Color Layout Descriptor and Edge Histogram Descriptor for Face Recognition�, in the Proceedings of NCIIR 2010.

  • Shylaja S.S, Geethu Babu, Akshata patil and Garima Srivastava, �Dimensionality Reduction using Gaussian Mixture Model: An Application to Face Recognition�, in the Proceedings of NCIIR 2010.

  • Shylaja S.S, K N Balasubramanya Murthy, S Natarajan, Abhijit K G, Jayashree D and Mohammed Saifulla S, �Efficient Retrieval of Face Images Based on Curvelets and Singular Value Decomposition�, in the proceedings of International Conference on Computing Communication and Networking Technologies,2010. 978-1-4244-6591-0, pp. 1-5.

Journals

  • Yashaswini S. and Shylaja S.S., �Learning Preposition Priors to Generate Scene from Text Using Contact Constraints� European Journal of Electrical Engineering and Computer Science,Vol.5,No.4, pp.20-25, July 2021, DOI: https://doi.org/10.24018/ejece.2021.5.4.342.

  • S. Yashaswini and S.S. Shylaja �Metrics for Automatic Evaluation of Text from NLP Models for Text to Scene Generation� European Journal of Electrical Engineering and Computer Science (EJECE) volume 5 issue 4, July 2021.

  • Apurba Das and Shylaja S.S., �Efficient quality enhancement of gastrointestinal endoscopic video by a novel method of color salient bilateral filtering� Multimedia Tools and Applications�80,�6235�6245 (2021). https://doi.org/10.1007/s11042-020-09951-x.

  • Apurba Das and Shylaja S.S, �CDDA: color-dominant deep autoencoder for faster and efficient bilateral image filtering��Signal, Image and Video Processing�15,�1189�1195 (2021). https://doi.org/10.1007/s11760-020-01848-4.

  • P Rama Devi, Thrivikraman, V, Kashyap D and Sylaja S.S., �Image Captioning using Reinforcement Learning with BLUDEr Optimization� Pattern Recognition. Image Analysis.�30,�607�613 (2020). https://doi.org/10.1134/S1054661820040094.

  • Das, A and S.S. Shylaja, "Video Deraining for Mutual Motion by Fast Bilateral Filtering on Spatiotemporal Features", International Journal of Innovative Technology and Exploring Engineering (IJITEE), vol. 9, 2020.

  • Yashaswini S and Dr. Shylaja S.S, "Constraint Based Interior Designing Interface for Scene Generation using Text", IJSER Apr-2020 2229-5518 https://www.ijser.org/.

  • Yashaswini S and Dr. Shylaja S.S, "Comparitive Study of a POS tagging for interior designing", IJCR May-2020 0975-833X, https://ugccare.unipune.ac.in/www.journalcra.com.

  • Yashaswini S and Shylaja S.S, �A Survey on Challenges in Text to Scene Generation�, International Journal of Science and Research (IJSR),Volume 8 Issue 12, December 2019.

  • Dhananjay Rathod, Vinay A, Shylaja S.S And S. Natarajan, "Facial Landmark Localization - A Literature Survey", in International Journal of Current Engineering and Technology, Vol.4, Issue 3, pp. 1901-1907, 2014.

  • Shylaja S.S, K N Balasubramanya Murthy and S. Natarajan, "Illumination Invariant Novel Approaches for Face Recognition", in the International Journal of Electrical Energy, Volume 2, Issue 2, Pg. 125-130, 2014.

  • Chetan Ballur and Shylaja S.S, "Application of Local Binary Pattern and Principal Component Analysis for Face Recognition", in the International Journal of Electrical, Electronics and Data Communication, 2013 Volume 1 ISSN(p):2320-2084.

  • Shylaja S.S, K N Balasubramanya Murthy and S. Natarajan, "A Novel Permutation Based Approach for Effective and Efficient Representation of Face Images under Varying Illuminations", in International Journal of Advanced Computer Science and Applications (IJACSA), Volume 4, Issue 7, pp. 77-87, 2013. (IF: 1.32).

  • Harsha Yadappanavar and Shylaja S.S, "Machine Learning Approach for Smile Detection in Real Time Images", in the International Journal of Image Processing and Vision Sciences (IJIPVS), Volume 1, Issue 2, pg. 32- 37, 2012.

  • Shylaja S.S, K N B Murthy, Dr. S Natarajan, Nitin Kumar and Ruby Agarwal, "Effective Eye Localization using Local Binary Pattern", in the International Journal of Computer Application. Vol. 1, No. 2, pp. 40-47, 2012.

  • Shylaja S.S, K N B Murthy and Dr. S Natarajan "Feed forward Neural Network Based eye localization and recognition using Hough Transform", in the International Journal of Advanced Computer Science & Application, Vol. 2, No. 3,pp. 104-109, 2011.

  • Shylaja S.S, K N Balasubramanya Murthy, S Natarajan, Abhijit K G, Jayashree D and Mohammed Saifulla S, "Efficient Retrieval of Face Images Based on Curvelets and Singular Value Decomposition", in the International Journal of Technology and Engineering Systems, 2010, pp. 114-119.

Books

  • Shylaja S S, K N Balasubramanya Murthy, S Natarajan, & Dimensionality Reduction Techniques for Face Recognition, Intech Open Access Publisher. (Mail extracts InTech Author Stats received on Mon, Feb 3, 2014: We are pleased to inform you that your paper & Dimensionality Reduction Techniques for Face Recognition & has achieved impressive readership results. The chapter you have published with InTech

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