Publications
International Conferences
Vyshnavi M, Bejoy Abraham, Sivakumar Ramachandran, "A deep learning framework for the classification of lung diseases using chest X-ray images ", The 6th IAPR International Conference on Computer Vision & Image Processing (CVIP' 6) at IIT Ropar, December 2021
Unnikrishnan MS, Bejoy Abraham, Sivakumar Ramachandran, "A Curvature Based Approach for the Identification of Tortuous Blood Vessels in Retinal images of Preterm Infants ", The 12th International Conference on Computing, Communication and Networking Technologies (ICCCNT' 12) at IIT Kharagpur, July 2021, IEEE Computer Society Press, November 2021
Pre-recorded video presentation of the winning method of PROSTATEx-2 challenge at the 59th Annual Meeting of American Association of Physicists in Medicine (AAPM) held at Denver, Colorado, United States of America, August 2017.
Bejoy Abraham and Madhu S. Nair, "Computer-Aided Grading of Prostate Cancer from MRI images using Convolutional Neural Networks", Fourth International Symposium on Intelligent Systems Technologies and Applications (ISTA'18) at PES Institute of Technology, Bangalore, India during September 19-22, 2018.
Bejoy Abraham and Madhu S. Nair , “On Computer-Aided Diagnosis of Prostate Cancer from MRI image” at the Third IEEE International Conference on Electrical, Computer and Communication Technologies (IEEE ICECCT 2019) (Coimbatore, India), IEEE Computer Society Press, pp.1-8, February 2019.
Silpa R, Bejoy Abraham, “A Survey on Micoaneurysm Detection Methods” at the Recent Trends in Computer Science and Information Technology, (ICRCSIT 2020), St. Martins Engineering College, Telengana in association with Computer Society of India (CSI) and Global Cyber Security Forum India, June 2020.
Jesna Joseph, Anjana S Arjunan, Afsana S, Namitha B, Bejoy Abraham, “Age and Gender Prediction using Deep Learning Techniques” at the Recent Trends in Computer Science and Information Technology, (ICRCSIT 2020), St. Martins Engineering College, Telengana in association with Computer Society of India (CSI) and Global Cyber Security Forum India, June 2020.
International Journals
Neetha George , Linu Shine , Ambily N , Bejoy Abraham, Sivakumar Ramachandran,"A two-stage CNN model for the Classification and Severity Analysis of Retinal and Choroidal Diseases in OCT Images", International Journal of Intelligent Networks, Elsevier. (SCOPUS Indexed, Cite Score=7.9)
Athena George, Bejoy Abraham, Neetha George, Lintu Shine, Sivakumar Ramachandran, "An efficient 3D CNN framework with Attention Mechanisms for Alzheimer’s Disease Classification ", Computer Systems Science and Engineering , Tech Science Press,Vol.47, No.2, 87-106, July 2023 (SCOPUS Indexed)
Bejoy Abraham, Jesna Mohan, Shinu Mathew John, Sivakumar Ramachandran, "Computer-Aided Detection of Tuberculosis from X-ray Images using CNN and PatternNet Classifier ", Journal of X-Ray Science and Technology , IOS Press, May 2023 (SCIE Indexed, Impact Factor=2.442)Link
Bejoy Abraham, Jesna Mohan, Lintu Shine, Sivakumar Ramachandran, "A Novel Light Weight CNN framework integrated with Marine Predator Optimization for the assessment of Tear film-Lipid layer patterns", Computer Modeling in Engineering & Sciences , Tech Science Press, Vol.136, No.1, 87-106, January 2023 (SCIE Indexed, Impact Factor=2.1) Link
Gayatri JL, Bejoy Abraham, Sujarani M S, Madhu S. Nair, " A Computer-Aided Diagnosis System for the Classification of COVID-19 and non-COVID-19 Pneumonia on Chest X-ray Images by Integrating CNN with Sparse Autoencoder and Feed Forward Neural Network", Computers in Biology and Medicine, Elsevier,Vol.141, Article No.105134, February 2022 (SCIE Indexed, Impact Factor= 6.698) Link
Jisha John, Aswathy Ravikumar, Bejoy Abraham, "Prostate Cancer prediction from Multiple Pretrained Computer Vision Models ", Health and Technology, Springer, August 2021. (ESCI, SCOPUS indexed) Link
Bejoy Abraham and Madhu S. Nair , "Computer-Aided Detection of COVID-19 from CT Scans using an Ensemble of CNNs and KSVM Classifier", Signal, Image and Video Processing, Springer, Vol.16, No.3, pp.587-594, April 2022. (SCIE Indexed, Impact Factor=1.583) Link
Bejoy Abraham and Madhu S. Nair, "Computer-Aided Diagnosis of COVID-19 from X-Ray Images using Multi-CNN and Bayesnet Classifier", Biocybernetics and Biomedical Engineering, Elsevier,Vol.40, No.4, pp.1436-1445, 2020. (SCIE Indexed, Impact Factor=5.687)
Bejoy Abraham and Madhu S. Nair, "Automated Grading of Prostate Cancer using Convolutional Neural Network and Ordinal Class Classifier", Informatics in Medicine Unlocked, Elsevier, Vol.17, Article No.100256, 2019. (SCOPUS Indexed)
Bejoy Abraham and Madhu S. Nair, "Computer-Aided Grading of Prostate Cancer from MRI images using Convolutional Neural Networks", Journal of Intelligent and Fuzzy Systems, IOS Press, Vol.36, No.3, pp.2015-2024, 26 March 2019. (SCIE Indexed, Impact Factor=1.737)
Bejoy Abraham and Madhu S. Nair, "Computer-Aided Classification of Prostate Cancer Grade Groups from MRI Images using Texture Features and Stacked Sparse Autoencoder", Computerized Medical Imaging and Graphics, Elsevier, Vol.69, pp.60-68, November 2018. (SCIE Indexed, Impact Factor=7.422)
Bejoy Abraham and Madhu S. Nair, "Computer-Aided Diagnosis of Clinically Significant Prostate Cancer from MRI Images using Sparse Autoencoder and Random Forest Classifier", Biocybernetics and Biomedical Engineering, Elsevier, Vol.38, No.3, pp.733-744, 2018. (SCIE Indexed, Impact Factor=5.687)
Book Chapters
Vyshnavi, M., Bejoy Abraham, Ramachandran, S. (2022). A Deep Learning Framework for the Classification of Lung Diseases Using Chest X-Ray Images. In: Raman, B., Murala, S., Chowdhury, A., Dhall, A., Goyal, P. (eds) Computer Vision and Image Processing. CVIP 2021. Communications in Computer and Information Science, vol 1567. Springer, Cham. https://doi.org/10.1007/978-3-031-11346-8_29
Ramachandran, Sivakumar, Bejoy Abraham, P. Niyas, Anand Vinekar, and Renu John. "Computer-aided diagnosis of Plus disease in preterm infants." In Photo Acoustic and Optical Coherence Tomography Imaging, Volume 2: Fundus imaging for the retina. IOP Publishing, 2022.