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Personal Details
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| Name | Dr Samir Patel |
| Designation | Associate Professor |
| Department | Department of Computer Science and Engineering, School of Technology |
| Email | Samir.Patel@sot.pdpu.ac.in |
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Educational Qualifications
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| Ph.D (Computer Engineering, Institute of Technology, Nirma University), 2012 |
| M.E. (Computer Engineering, BVM, Sardar Patel University), 2004 |
| B.E. (Computer Engineering, LD College of Engineering, Gujarat University), 1998 |
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Professional Affiliation
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| Member of Board of Studies at BVM Engineering College for B.Tech and M. Tech programmes. BOS member at PDPU and BOS member at Indrashil University, BOS member for NFSU. |
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Awards
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| I stood first in paper contest of NTSSPC3CT-2004 of CSI during 13th and 14th March 2004.
Awarded for Pedagogical Innovations Award (PIA – 2015) by GTU Innovation Council, GTU, Feb. 2015.
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Publications / Articles / Conference
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| Research based or onographs/Textbooks published |
| 'Introduction to Computer and its Applications', REST Publisher, Jun 2023 |
| 'Artificial Intelligence Tools and Technologies for Smart Farming and Agriculture Practices', IGI Global, Jun 2023 |
| 'Proceeding of First IEEE International Conference on Artificial Intelligence and Machine Vision', PDEU, Nov 2021 |
| 'An Integration of Image Processing and Data Mining to Perform Digital Watermarking', , Apr 2014 |
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| Articles/Chapters Published in the books |
| 'Navigating the roadmap of intelligent transport in indian smart cities: Sectorial analysis, challenges, and key elements of data science enabled solutions', CRC, Jun 2024 |
| 'Detection of disease using machine learning', CRC Press, Taylor and Francis Group, Dec 2022 |
| 'Cab Fare Prediction Using Machine Learning', , Jul 2022 |
| 'CV Based Person Detection System for Smart Transportation', , Jul 2022 |
| 'Flood Assessment Using Hydrodynamic HEC-RAS Modelling', , Jun 2022 |
| 'Deep Learning Solutions for Analysis of Synthetic Aperture Radar Imageries', , Jun 2022 |
| 'Detection of Face Mask During Pandemicof Covid-19', , Jan 2022 |
| 'Influence of Schema Design in NoSQL Document Stores', , Jul 2021 |
| 'An AI-Based Solution to Reduce Undesired Face-Touching as a Precautionary Measure for COVID-19', , May 2021 |
| 'Machine Learning Applications for Computer-Aided Medical Diagnostics', , May 2021 |
| 'A Real-Time Sentiments Analysis System Using Twitter Data', , Aug 2020 |
| 'Land Cover Classification Using Ensemble Techniques', , Nov 2019 |
| 'Comparative Analysis of Artificial Neural Network and XGBoost Algorithm for PolSAR Image Classification', , Dec 2019 |
| 'Classification of Blood Cancer and Form Associated Gene Networks Using Gene Expression Profiles', , Apr 2018 |
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| Published Papers in Journals |
| 'Breast Lesion Classification from Mammograms using Deep Neural Network and Test Time Augmentation', Neural Computing and Applications, pp. 1-17, Feb 2024, DOI : https://doi.org/10.1007/s00521-023-09165-w |
| 'All phase discrete cosine biorthogonal transform versus discrete cosine transform in digital watermarking', Multimedia Tools and Applications, pp. 1-19, Feb 2024, DOI : https://doi.org/10.1007/s11042-023-16106-1 |
| 'Breast lesion classification from mammograms using deep neural network and test-time augmentation', Neural Computing and Applications, pp. 2101-2117, Feb 2024, DOI : https://doi.org/10.1007/s00521-023-09165-w |
| 'Digital mammography dataset for breast cancer diagnosis research (DMID) with breast mass segmentation analysis', Biomedical Engineering Letters, pp. 317-330, Mar 2024, DOI : https://doi.org/10.1007/s13534-023-00339-y |
| 'Context-Based Bigram Model for POS Tagging in Hindi: A Heuristic Approach', Annals of Data Science, pp. 1-32, Mar 2024, DOI : https://doi.org/10.1007/s40745-022-00434-4 |
| 'Sentiment Analysis of Twitter Feeds Using Flask Environment: A Superior Application of Data Analysis', Annals of Data Science, pp. 1-22, Feb 2024, DOI : https://doi.org/10.1007/s40745-022-00445-1 |
| 'Evaluation of Deep Learning and Transform Domain Feature Extraction Techniques for Land Cover Classification: Balancing through Augmentation', Environmental Science and Pollution Research, pp. 14464-14483, Feb 2023, DOI : https://doi.org/10.1007/s11356-022-23105-6 |
| 'Deep ensemble transfer learning-based framework for mammographic image classification', Journal of Super Computing, pp. 8048-8069, May 2023, DOI : https://doi.org/10.1007/s11227-022-04992-5 |
| 'Modeling PolSAR classification using convolutional neural network with homogeneity based kernel selection', Modeling Earth Systems and Environment, pp. 3801-3813, Nov 2023, DOI : https://doi.org/10.1007/s40808-023-01700-x |
| 'Enhancing Fingerprint Liveness Detection Accuracy using Deep Learning: A Comprehensive Study and Novel Approach', Journal of Imaging, pp. 1-15, Aug 2023, DOI : https://doi.org/10.3390/jimaging9080158 |
| 'Computer-Aided Breast Cancer Diagnosis: Comparative Analysis of Breast Imaging Modalities and Mammogram Repositories', Current Medical Imaging, pp. 456-468, May 2023, DOI : https://doi.org/10.2174/1573405618666220621123156 |
| 'TRANSFER LEARNING ASSISTED CLASSIFICATION OF ARTEFACTS REMOVED AND CONTRAST IMPROVED DIGITAL MAMMOGRAMS', Scalable Computing, Practice and Experience, pp. 115-127, Oct 2022, DOI : https://doi.org/10.12694/scpe.v23i3.1992 |
| 'MEDICLOUD: a holistic study on the digital evolution of medical data', Digital Chinese Medicine , pp. 112-122, Jun 2022, DOI : https://doi.org/10.1016/j.dcmed.2022.06.002 |
| 'A COMPREHENSIVE SURVEY ON ENERGY CONSUMPTION ANALYSIS FOR NOSQL', Scalable Computing, Practice and Experience, pp. 35-50, Apr 2022, DOI : https://doi.org/10.12694/scpe.v23i1.1971 |
| 'Image Augmentation Techniques for Mammogram Analysis', Journal of Imaging, pp. 1-22, May 2022, DOI : https://doi.org/10.3390/jimaging8050141 |
| 'A Transfer Representation Learning Approach for Breast Cancer Diagnosis from Mammograms using EfficientNet Models', Scalable Computing: Practice and Experience, pp. 51-58, Aug 2022, DOI : https://doi.org/10.12694/scpe.v23i2.1975 |
| 'Deep convolutional neural networks for computer-aided breast cancer diagnostic: a survey', Neural Computing and Applications, pp. 1815-1836, Jan 2022, DOI : https://doi.org/10.1007/s00521-021-06804-y |
| 'Analysis and Visulization of Public Transport for Integrated monitoring dashboard : Case Study of Thane, Maharashtra, India', INTERNATIONAL JOURNAL OF MATHEMATICAL MODELS AND METHODS IN APPLIED SCIENCES, pp. 155-161, Aug 2022, DOI : https://doi.org/10.46300/9101.2022.16.25 |
| 'Automatic Land Cover Classification of Multi-Resolution Dualpol Data using Convolutional Neural Network (CNN)', Remote Sensing Applications: Society and Environment, pp. 1-15, Apr 2021, DOI : https://doi.org/10.1016/j.rsase.2021.100491 |
| 'A Bottom-Up Review of Image Analysis Methods for Suspicious Region Detection in Mammograms', Journal of Imaging, pp. 1-40, Sep 2021, DOI : https://doi.org/10.3390/jimaging7090190 |
| 'Heart Disease Prediction using Machine Learning Techniques', SN Computer Science, Springer Nature, Singapore, Vol 1, Issue 6, Nov 2020 |
| 'Study and Analysis of Gene Expression Clustering with Gaussian Mixed Effects Models and Smoothing', International Journal of Computer Science and Network Security, May 2020 |
| 'Classification of SAR and PolSAR images using deep learning: a review', International Journal of Image and Data Fusion, Aug 2019 |
| 'Learning an un-supervised – clustering algorithm monte carlo over consensus clustering for genomic data for tumor identification ', International Journal of Recent Technology and Engineering , Nov 2019 |
| 'Integrated framework for flood relief package (FRP) allocation in semiarid region a case of Rel River flood, Gujarat, India', Natural Hazards, Oct 2019 |
| 'Web Usage Data based Web Page Recommender System', International Journal of Advance Engineering and Research Development (IJEARD), Jun 2017 |
| 'Fuzzy Logic Based Recommender System', International Journal of Research and Scientific Innovation (IJRSI), Jun 2017 |
| 'Extraction of User Navigation Pattern Based on Particle Swarm Optimization', International Journal on Recent and Innovation Trends in Computing and Communication, May 2017 |
| 'Heart Disease Prediction Using Machine learning and Data Mining Technique', IJCSC, Mar 2016 |
| 'Design and Analysis of Web-Based Prediction System Using E-Commerce Data', IJDMET, May 2016 |
| 'A Unified Technique for Robust Digital Watermarking of Colour Images using Data Mining and DCT', International Journal of Internet Technology and Secured Transactions, Nov 2011 |
| 'A Novel Approach for Implementing Steganography with Computing Power Obtained by Combining CUDA and MATLAB', International Journal of Computer Science and Information Security, Nov 2009 |
| 'An Appraoch to Secure Highly Confidential Documents of any Size in the Corporate or Institutes having Unsecured Networks', International Journal of Computer Science and Information Security, Nov 2009 |
| 'Proposed Secure Mechanism for Identification of Ownership of Undressed Photographs or Movies captured Using Camera Based Mobile Phones', Journal of Information Assurance and Security, Dec 2007 |
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| Full Papers in Conference Proceedings |
| 'Effects of 2D and 3D Max Pooling on LSTM Feature Extraction', 2023 IEEE 20th India Council International Conference (INDICON), pp. 192-196, Feb 2024, DOI : https://doi.org/10.1109/INDICON59947.2023.10440748 |
| 'Predicting the Success of Startups Based on Investment and Funding Details,', 2023 IEEE 11th Region 10 Humanitarian Technology Conference (R10-HTC), pp. 603-607, Jul 2024, DOI : https://doi.org/10.1109/R10-HTC57504.2023.10461919 |
| 'Unleashing the Potential of Boosting Techniques to Optimize Station-Pairs Passenger Flow Forecasting', 2nd International Conference on Machine Learning and Data Engineering, ICMLDE 2023, pp. 32-44, May 2024, DOI : https://doi.org/10.1016/j.procs.2024.04.004 |
| 'Enhancing Transportation Infrastructure: A Deep Learning Approach for Pothole Detection', 15th International Conference on Computing Communication and Networking Technologies (ICCCNT), pp. 1-6, Nov 2024, DOI : https://doi.org/10.1109/ICCCNT61001.2024.10724462 |
| 'Secure Horizons: Advanced Protection Mechanisms for Holographic Data Storage Systems', International Conference on Recent Developments in Cyber Security, pp. 79-91, Mar 2024, DOI : https://doi.org/10.1007/978-981-99-9811-1_7 |
| 'Novel Integrated Conv Siamese Model for Land Cover Change Detection', International Conference on Soft Computing and its Engineering Applications, pp. 30-41, Feb 2024, DOI : https://doi.org/10.1007/978-3-031-53731-8_3 |
| 'Classification Using Optimal Polarimetric Parameters for Compact Polarimetric Data', Part of the Communications in Computer and Information Science book series (CCIS,volume 2031), pp. 68-78, Feb 2024, DOI : https://doi.org/10.1007/978-3-031-53728-8_6 |
| 'Adaptive Cyber Defense: Leveraging Neuromorphic Computing for Advanced Threat Detection and Response', International Conference on Sustainable Computing and Smart Systems, ICSCSS 2023, pp. 1557-1562, Jun 2023, DOI : https://doi.org/10.1109/ICSCSS57650.2023.10169393 |
| 'Basketball Shot Conversion Prediction Using Various ML Techniques and Its Analysis', International Conference on Mobile Computing and Sustainable Informatics - ICMCSI 2023, pp. 317-332, May 2023, DOI : https://doi.org/10.1007/978-981-99-0835-6_23 |
| 'Breast Cancer Classification Using a Novel Image Processing Pipeline and a Two-Stage Deep Learning Segmentation and Classification Approach', International Conference on Computing, Communications, and Cyber-Security, pp. 725-739, Jul 2023, DOI : https://doi.org/10.1007/978-981-99-1479-1_54 |
| 'Semantic Segmentation on Land Cover Spatial Data Using Various Deep Learning Approaches', International Conference on Intelligent Vision and Computing, pp. 543-555, May 2023, DOI : https://doi.org/10.1007/978-3-031-31164-2_46 |
| 'Cardio-Vascular Risk Detection System using different Machine Learning Techniques', 2nd International Symposium on Sustainable Energy, Signal Processing and Cyber Security (iSSSC), pp. 1-6, Feb 2023, DOI : https://doi.org/10.1109/iSSSC56467.2022.10051216 |
| 'Big Data Predictive Analytics Model for Cardiovascular Risk Detection using Machine Learning Techniques', 2nd International Symposium on Sustainable Energy, Signal Processing and Cyber Security (iSSSC), pp. 1-6, Feb 2023, DOI : https://doi.org/10.1109/iSSSC56467.2022.10051293 |
| 'Patch Extraction and Classifier for Abnormality Classification in Mammography Imaging', 3rd International Congress on Intelligent Systems, CIS 2022, pp. 1-9, May 2023, DOI : https://doi.org/10.1007/978-981-19-9379-4_1 |
| 'Visual Analysis of Thane Intelligent Transport System', -IEEE International Interdisciplinary Humanitarian Conference for Sustainability (IIHC-2022), pp. 58-64, May 2023, DOI : https://doi.org/ 10.1109/IIHC55949.2022.10059995 |
| ' Novel H-Unet Approach for Cropland Change Detection Using CLCD', IEEE International Symposium on Geoscience and Remote Sensing (IGARSS), pp. 6692-6695, Oct 2023, DOI : https://doi.org/10.1109/IGARSS52108.2023.10283457 |
| 'Smart IoT Based People Counting System', Artificial Intelligence and Machine Vision-21, Jan 2022 |
| 'A Review on Human Activity Recognition', Artificial Intelligence and Machine Vision-21, Jan 2022 |
| 'IoT in Automobile Industry - A Smart Sensor Based Collision Avoidance Parking system', Artificial Intelligence and Machine Vision-21, Jan 2022 |
| 'Efficient vaccine scheduler based on CPU scheduling algorithms', Artificial Intelligence and Machine Vision-21, Jan 2022 |
| 'Classifying Secondary Structure of Protein Using Big Data Techniques', 2022 International Conference for Advancement in Technology (ICONAT), doi: 10.1109/ICONAT53423.2022.9726073, Feb 2022 |
| 'A Drive Through Computer-Aided Diagnosis of Breast Cancer: A Comprehensive Study of Clinical and Technical Aspects', ICRIC 2021 -Recent Innovations in Computing. Lecture Notes in Electrical Engineering, vol 832. Springer, Singapore. https://doi.org/10.1007/978-981-16-8248-3_19, pp. 233-249, Mar 2022, DOI : https://doi.org/10.1007/978-981-16-8248-3_19 |
| 'Big data analysis on yelp user-generated reviews', 2022 International Conference for Advancement in Technology (ICONAT), Mar 2022 |
| 'Garbage Detection using Advanced Object Detection Techniques', 2021 International Conference on Artificial Intelligence and Smart Systems (ICAIS), Apr 2021 |
| 'Detection of Face Mask During Pandemic of Covid-19', 2nd International Conference on Advances in Distributed Computing and Machine Learning, ICADCML 2021, doi:10.1007/978-981-16-4807-6_34, Jan 2021 |
| 'Determining the Best Strategy for the Network Administrator in Dynamic Environment Through Game Theory', 1st International Conference on Mathematical Modelling, Computational Intelligence and Renewable energy, MMCITRE 2020, DOI 10.1007/978-981-15-9953-8_34, Vol: 1287, Dec 2021 |
| 'Crop Yield Estimation Using Machine Learning', Second International Conference, icSoftComp 2020, Changa, Anand, India, December 11–12, 2020, Proceedings, Mar 2021 |
| 'A Novel Approach of Polsar Image Classification Using Naïve Bayes Classifier', MMCITRE-2020, Mar 2021 |
| 'Transfer Learning Approach for Patch Level Classification in Remote Sensing', 2019 IEEE 16th India Council International Conference (INDICON), Mar 2020 |
| 'Classification of Blood Cancer and form associated Gene Networks using Gene Expression Profiles', International Conference on Inventive Computing Systems and Applications (ICICSA 2018), Jan 2018 |
| 'Analysis of Denoising Techniques for Speckle Noise Removal in Synthetic Aperture Radar Images', International Conference on Advances in Computing, Communications and Informatics, Sep 2018 |
| 'Digital Watermarking Using Decision Tree in Color Images', International Conference on Energy, Communication, Data Analytics & Soft Computing, Aug 2017 |
| 'Network based packet watermarking using TCP/IP protocol suite', NUiCONE 2011, Dec 2011 |
| 'Performance Optimization Of Transformation Technique – DCT Using NVIDIA CUDA', NUiCONE 2010, Dec 2010 |
| 'Steganography in Mobile phone in Multimedia data', NUiCONE 2010, Dec 2010 |
| 'A Novel Approach Using Transformation Techiques and Decision Tree Algorithm on Images for Performing Digital Watermarking', International Conference for Internet Technology and Secured Transactions, Nov 2009 |
| 'An Implementation of 3 Dimensional DCT for Compression of Video Sequences', NUCONE - 2009, Nov 2009 |
| 'A Proposed Mechanism using Parallelization Techniques in Steganography & Digital Watermarking for Multiprocessor System', NUCONE 2008, Nov 2008 |
| 'Digital Watermarking for CD Distribution Containing Multimedia Data', National Conference on Advanced Data Computing Communications & Security, ENVISION 2007, Oct 2007 |
| 'Lossless and Lossy Compression with JPEG', National Conference on Advanced Data Computing Communications & Security, Envision – 2007, Oct 2007 |
| 'Image Based Watermarking and Authentication Mechanism', NUCONE 2007, Nov 2007 |
| 'Proposed secure mechanism for identification of ownership of undressed photographs or movies captured using camera based mobile phones', 2nd IEEE International Conference on Digital Information Management, 2007. ICDIM '07., Oct 2007 |
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| Papers presented in Conferences, Seminars, Workshops, Symposia |
| 'Semantic Segmentation on Land Cover Spatial Data Using Various Deep Learning Approaches', International Conference on Intelligent Vision and Computing, Nov 2022 |
| 'Proposed Mechanism for COVID-19 Prevention: An AI-Based Approach to Limit Undesired Face-Touching', 2nd International Conference on Computing Science, Communication and Security (COMS2 2021), Feb 2021 |
| 'Infuence of Schema Design in NoSQL Document Stores', ICMCSI 2021, Jan 2021 |
| 'Machine Learning Applications for Computer Aided Medical Diagnostics', International Conference on Computing, Communications and Cyber-Security (IC4S-2020), Oct 2020 |
| 'Comparative Analysis of Artificial Neural Network and XGBoost Algorithm for PolSAR Image Classification', International Conference on Pattern Recognition and Machine Intelligence, Nov 2019 |
| 'Land Cover Classification Using Ensemble Techniques', International Conference on Pattern Recognition and Machine Intelligence, Nov 2019 |
| 'Analysis of Denoising Techniques for Speckle Noise Removal in Synthetic Aperture Radar Images', 2018 International Conference on Advances in Computing, Communications and Informatics (ICACCI), Nov 2018 |
| 'Digital watermarking using decision tree on color images', 2017 International Conference on Energy, Communication, Data Analytics and Soft Computing (ICECDS), Aug 2017 |
| 'Hiding messages in images with steganography and digital watermarking techniques', NTSSPC3CT-2004, Mar 2004 |
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