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Dr. Tina Babu

Assistant Professor

Alliance College of Engineering and Design

Dr. Tina Babu currently holds the position of Assistant Professor within the Department of Computer Science & Engineering. She obtained her doctoral degree in Computer Science from Amrita Viswa Vidyapeetham, Bengaluru. Her doctoral research was centered around the Automated Cancer Screening and Grading of Colon Histopathological Images.

She also possesses a Master's degree (M.Tech) in Computer Science with a specialization in Information Systems, as well as a Bachelor's degree (B.Tech) in Information Technology, both earned from Mahatma Gandhi University, Kerala. It's worth noting that she achieved the Third Rank in her M.Tech program and the Second Rank in her B.Tech program, demonstrating her outstanding academic performance within the university.

Dr. Babu's scholarly interests span a diverse range, including Machine Learning, Image Processing, Biomedical Image Processing, and Pattern Recognition. Her scholarly contributions are evident through numerous prestigious journal publications and conference papers, highlighting her dedication to advancing knowledge and research within her areas of expertise.

Journals

  • Rekha R. Nair, Tina Babu, Tripty Singh (2023), "Modified Local Energy Based Medical Image Fusion: A Multi Resolution Approach", Signal, Image and Video Processing Journal, Springer, doi:10.1007/s11760-023- 02636-6.
  • Raye Haarika, Tina Babu, Rekha R Nair (2023), "Insect Classification Framework based on a Novel Fusion of High-level and Shallow Features", Procedia Computer Science, Volume 218, Pages 338-347, ISSN 1877-0509, https://doi.org/10.1016/j.procs.2023.01.016.
  • Tina Babu, Tripty Singh, Deepa Gupta, Shahin Hameed (2022), "Optimized cancer detection on various magnified histopathological colon images based on DWT features and FCM clustering", Turkish Journal of Electrical Engineering & Computer Sciences, vol. 30, no.1, pp. 1–17, doi:10.3906/elk-2108-23.
  • Tina Babu, Tripty Singh, Deepa Gupta, Shahin Hameed, Mohammed Zakariah, Yousef Ajami Alotaibi (2021), "Robust Magnification Independent Colon Biopsy Grading System over Multiple Data Sources", Computers, Materials & Continua, vol. 69, no.1, pp. 99–128, org/10.32604/cmc.2021.016341
  • Tina Babu, Tripty Singh, Deepa Gupta and Shahin Hameed (2021), "Colon Cancer Prediction on Histological Images Using Deep Learning Features and Bayesian Optimized SVM", in Journal of Intelligent and Fuzzy Systems (JIFS), vol. Prepress, no. Pre-press, pp. 1-12, doi.10.3233/JIFS-189850.
  • Tina Babu, Tripty Singh and Deepa Gupta (2020), "Colon cancer prediction using 2DReCA segmentation and hybrid features on histopathology images", in IET Image Processing, Vol. 14, no. 16, pp. 4144 - 4157, doi.10.1049/iet-ipr.2019.1717.
  • Tina Babu, Deepa Gupta, Tripty Singh and Shahin Hameed (2020), "Prediction of Normal & Grades of Cancer on Colon Biopsy Images at Different Magnifications Using Minimal Robust Texture & Morphological Features", in Indian Journal of Public Health Research & Development, Vol. 11, no. 1, pp. 695 - 701, doi:10.37506/v11/i1/2020/ijphrd/193905.
  • V. Reshma, Anitha T. Nair, Tina Babu, Mehbooba P. Shareef, Nimisha Abraham (2015), "Identity of User Thrashing and Privacy Protection of Fingerprints", in Procedia Computer Science, Volume 46, Pages 652-659, ISSN 1877-0509, doi.org/10.1016/j.procs.2015.02.118

Awards Won

  • Best Paper Award, for paper titled “’Age and Gender Recognition Using OPENCV and CNN with Webcam” Under the Automation Science in International Conference on Advance Trends in Mechanical and Automation Science (ATMA- 2023).
  • Mahatma Gandhi University B.Tech 2nd Rank in Information Technology 2008.
  • Mahatma Gandhi University M.Tech 3rd Rank in Computer Science with specialization in Information Systems 2014.

    • Kishore S, Rekha R Nair, Vishal Mehra, Tina Babu (2023), "A Generalized Framework for Brain Tumor and Pneumonia Detection Using Streamlite Application," 2023 4th International Conference for Emerging Technology (INCET), Belgaum, India, pp. 1-6, doi: 10.1109/INCET57972.2023.10170689.
    • K. Kanchan, S. S, S. K. Loni, R. S. Raksha and Tina Babu (2023), "Vocals - An App for Vocally Impaired using NLP Conversational Model," 2023 IEEE 8th International Conference for Convergence in Technology (I2CT), Lonavla, India, pp. 1-6, doi: 10.1109/I2CT57861.2023.10126416.
    • Mohan V S, Abhay Gowda G K, Rekha R Nair, Tina Babu (2023), “Face Mask detection using Mask R-CNN to control the spread of Covid-19”, 2023 International Conference on Recent Trends in Electronics and Communication (ICRTEC), Mysore, India, pp. 1-6, doi: 10.1109/ICRTEC56977.2023.10111905.
    • Raye Haarika, Tina Babu, Rekha R Nair (2023), “Breast Cancer Prediction using Feature Selection and Classification with XGBoost”, 2023 International Conference on Recent Trends in Electronics and Communication (ICRTEC), Mysore, India, pp. 1-6, doi: 10.1109/ICRTEC56977.2023.10111901.
    • Rajesh TM, Tina Babu, Rekha R Nair, Punith Pechetti (2022), ‘Detection of Tuberculosis using a Multi-model Classification Approach on CXR Images’, IEEE 2022 International conference on Artificial Intelligence and Data Engineering (AIDE), IEEE, pp. 252-258, doi: 10.1109/AIDE57180.2022.10060675.
    • Rajesh TM, Tina Babu, Rekha R Nair, Nivedha S (2022), “Secure Remote Health Monitoring System and assessment using IOT”, IEEE 2022 International conference on Artificial Intelligence and Data Engineering (AIDE), IEEE, pp. 295-300, doi: 10.1109/AIDE57180.2022.10060104.
    • Sneha G, Shreya Shree G, Tina Babu, Rekha R Nair (2022), “Evaluation of Subjective Answers Using Machine Learning”, 2022 3rd International Conference on Issues and Challenges in Intelligent Computing Techniques (ICICT), Ghaziabad, India, pp. 1-6, doi: 10.1109/ICICT55121.2022.10064615.
    • Jayavrinda Vrindavanam, Tina Babu, Harika Gandiboina, Gopika Jayadev (2022), “A Comparative Analysis of Machine Learning Algorithms for Agricultural Drought Forecasting”, 2022 3rd International Conference on Issues and Challenges in Intelligent Computing Techniques (ICICT), Ghaziabad, India, pp. 1-6, doi: 10.1109/ICICT55121.2022.10064511.
    • Anuj Kumar Dixit, Rekha R Nair, Tina Babu (2022), “Analysis and Classification of Restaurants Based on Rating with XGBoost Model”, 2022 3rd International Conference on Issues and Challenges in Intelligent Computing Techniques (ICICT), Ghaziabad, India, pp. 1-6, doi: 10.1109/ICICT55121.2022.10064491.
    • Gopika Jayadev, Kaparthi Gayathri, Tina Babu, Harika Gandiboina, Kavya Sudha, Bondu Venkteswalru (2022), “The effect of programming language in Software Bug Prediction”, IEEE 3rd International Conference on Communication, Computing & Industry 4.0-2022 (C2I4-2022), IEEE, pp. 1-6, doi: 10.1109/C2I456876.2022.10051493.
    • Manjushree R, Bhoomika D, Rekha R Nair, Tina Babu (2022), “Automated Detection of Diabetic Retinopathy using Deep Learning in Retinal Fundus Images: Analysis”, IEEE 3rd International Conference on Communication, Computing & Industry 4.0-2022 (C2I4-2022), IEEE, pp. 1-6, doi: 10.1109/C2I456876.2022.10051419.
    • Nayana J, Suparna Bhat, Rekha R Nair, Tina Babu (2022), “Audio to Sign Language conversion using Natural Language Processing”, IEEE 3rd International Conference on Communication, Computing & Industry 4.0-2022 (C2I4-2022), IEEE, pp. 1-6, doi: 10.1109/C2I456876.2022.10051414.
    • Tripty Singh and Tina Babu (2019), "Fractal Image Processing and Analysis for Classification of Hyperspectral Images," 2019 10th International Conference on Computing, Communication and Networking Technologies (ICCCNT), Kanpur, India, 2019, pp. 1-6, doi: 10.1109/ICCCNT45670.2019.8944410.
    • Tripty Singh and Tina Babu (2019), "Fractal Image Processing and Analysis for Compression of Hyperspectral Images," in 2019 10th International Conference on Computing, Communication and Networking Technologies (ICCCNT), Kanpur, India, 2019, pp. 1-7, doi: 10.1109/ICCCNT45670.2019.8944503.
    • Tina Babu, Tripty Singh, Deepa Gupta and Shahin Hameed (2018), "Colon Cancer Prediction On Different Magnified Colon Biopsy Images," 2018 Tenth International Conference on Advanced Computing (ICoAC), Chennai, India, 2018, pp. 277-280, doi: 10.1109/ICoAC44903.2018.8939067.
    • Revathy Mukkamala, P. S. Neeraja, Sravani Pamidi, Tina Babu and Tripty Singh (2018), "Deep PCANet Framework for the Binary Categorization of Breast Histopathology Images," in 2018 International Conference on Advances in Computing, Communications and Informatics (ICACCI), Bangalore, India, pp. 105-110.doi: 10.1109/ICACCI.2018.8554428.
    • Tina Babu, Deepa Gupta, Tripty Singh, Shahin Hameed, Ravi Nayar and R. Veena (2018), "Cancer Screening On Indian Colon Biopsy Images Using Texture and Morphological Features," in 2018 International Conference on Communication and Signal Processing (ICCSP), Chennai, India, pp. 0175-0181. doi: 10.1109/ICCSP.2018.8524492.
    • Tina Babu, Tripty Singh, Deepa Gupta and Shahin Hameed (2017), "Colon Cancer Detection in Biopsy Images for Indian Population at Different Magnification Factors Using Texture Features," in 2017 Ninth International Conference on Advanced Computing (ICoAC), Chennai, pp. 192-197.doi: 10.1109/ICoAC.2017.8441173.
    • V. Reshma, Anitha T. Nair, Mehbooba P. Shareef, Nimisha Abraham and Tina Babu (2014), "Efficient registration via fingerprints combination," in 2014 International Conference on Communication and Signal Processing, Melmaruvathur, pp. 1540-1544. doi: 10.1109/ICCSP.2014.6950107.
    • Mehbooba P. Shareef, Divya T V, Nimisha Abraham, Tina Babu and K. V. Reshma (2014), "Encryption-enhanced reversible watermarking for medical images via prediction and RC4 encryption," in 2014 International Conference on Communication and Signal Processing, Melmaruvathur, pp. 1509- 1513.doi: 10.1109/ICCSP.2014.6950101.

    Book Chapters

    • Tina Babu, Rekha R Nair, “Colon Cancer Prediction with Transfer Learning and K-Means Clustering”. In: Mandal, J.K., De, D. (eds) Frontiers of ICT in Healthcare . Lecture Notes in Networks and Systems, vol 519. Springer, Singapore, 2023. https://doi.org/10.1007/978-981-19-5191-6_16.
    • Rekha R Nair, Tina Babu, Kishore S (2023) ’Chapter 3 Recent And Emerging Technologies in Industrial IOT, IGI Global, Yu, Poshan, et al., editors. Industrial Applications of the Internet of Things and 5G and 6G Networks. IGI Global, 2023. https://doi.org/10.4018/978-1-7998-9266-3

    Conferences Coordinated

    • 5th Springer International Conference on Intelligent Computing and Communication (ICICC 2021).
    • 2nd IEEE International Conference on Disruptive Technologies for Inter-Disciplinary Research and Applications (CENTCON 2022).

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