Dr. Divya B S

• Machine Learning, Deep Learning, Medical Image Analysis, Computer Vision.

Book Chapter

• Shubhashree A, Divya B S, Thompson Stephan Advanced deep learning algorithms for early ocular disease detection using fundus images, Artificial Intelligence in Medicine, Edition1st Edition, First Published 2024, ImprintCRC Press, Pages14
• Keerthi Mangond, B. S. Divya, N. Siva Rama Lingham, Thompson Stephan (2023), Automation of COVID-19 Disease Diagnosis from Radiograph. In System Design for Epidemics Using Machine Learning and Deep Learning. Signals and Communication Technology. pp 37 – 47Springer, https://​doi​.org/​1​0​.​1​0​0​7/978 – 3-031 – 19752-9_3

Book

• Divya B S, Nanjundaswamy H R. (2015), ​“Image Processing” 2nd edition published by Sapna book house, Bangalore (www​.sap​naon​line​.com).

• I am a recipient of the Runner Award for a Research Publication at the International Conference on Pattern Recognition (ICPR 2016). The award was given out for a research paper ​“HEp-2 cell classification using artificial neural network approach” in the contest organized by ICPR 2016.
• Grant Sanctioning Agency: Science and Engineering Research Board - Promoting Opportunities for Women in Exploratory Research (SERB POWER), Govt of India.
  Sanctioned budget: Rs 20,00,000/-
  Duration: 12/12/2021 to 12/12/2024
  Title: To develop Computer-Aided Diagnosis and risk stratification of Odontogenic Keratocysts from histopathological images of incisional biopsies.
  PI: Dr. Divya B S, Co PI: Dr. Roopa S Rao, Dr. Kavitha Prasad.
• Grant Sanctioning Agency: Vision Group on Science and Technology, Govt of Karnataka
  
  Sanctioned budget: Rs 20,00,000/-
  Duration: 26/07/2024 to 26/07/2026
  Title: Development of a Computer Aided Diagnosis and Prognosis of common odontogenic jaw Lesions, on whole Slide Histopathology Images of Incisional biopsies - A Retrospective Cohort Study
  PI: Dr. Divya B S, Co PI: Dr. Roopa S Rao  
• Grant Sanctioning Agency: Anusandhan National Research Foundation (ANRF),
  
  International Travel Support (ITS), Govt of India.
  Duration: 06/09/2025 to 12/09/2025
  Conference:International Conference on AI in Healthcare 2025, Jesus College, University of Cambridge, UK.

International Conference Papers

1. D. B. Shivanna, R. S. Rao and M. Murugan, "Deep Learning based Diagnosis of Jaw Cyst using Hematoxylin and Eosin Stained Incisional Biopsies Microscopic Images," 2024 IEEE-EMBS Conference on Biomedical Engineering and Sciences (IECBES), Penang, Malaysia, 2024, pp. 70-74, doi: 10.1109/IECBES61011.2024.10991043
2. Shivanna, D.B., Rao, R., Patil, T., Tensubam, L., Rao, S.G.V., Lingappa, A. (2026). Opportunistic Screening of Osteoporosis from Dental Panoramic Radiographs Using Deep Learning. In: Cafolla, D., Rittman, T., Ni, H. (eds) Artificial Intelligence in Healthcare. AIiH 2025. Lecture Notes in Computer Science, vol 16038. Springer, Cham. https://doi.org/10.1007/978-3-032-00652-3_14
3. Patil, T., Tensubam, L., Yakolli, N., Shivanna, D.B. (2023). An Ensemble Deep Learning Algorithm to Predict PM2.5 Concentration Levels in Bengaluru’s Atmosphere. In: Singh, M., Tyagi, V., Gupta, P., Flusser, J., Ören, T. (eds) Advances in Computing and Data Sciences. ICACDS 2023. Communications in Computer and Information Science, vol 1848. Springer, Cham. https://doi.org/10.1007/978-3-031-37940-6_26
4. Divya BS, Subramaniam K, Nanjundaswamy HR (2016) ​“Hep-2 cell classification using Binary Decision Tree approach”, 2016 IEEE EMBS Conference on Biomedical Engineering and Sciences(IECBES)., 4 – 8 Dec 2016. pp-507 – 512https ://doi.org/10.1109/ IECBE S.2016.78435 03.
5. Divya BS, Subramaniam K, M P Paulraj (2016) ​“EEG based hearing states detection using AR modeling techniques”, IEEE EMBS Conference on Biomedical Engineering and Sciences(IECBES)., 513 – 521 Dec 2016.
6. Divya BS, Subramaniam K, M P Paulraj (2016) ​“EEG based hearing states detection using AR modeling techniques”, IEEE EMBS Conference on Biomedical Engineering and Sciences(IECBES)., 513 – 521 Dec 2016.
7. Divya B S, Nanjundaswamy HR, N.J.R.Muniraj (2014) ​“Adaptive Segmentation and Cells Extraction Algorithm for the Analysis of HEp-2 ANA Images”, International conference on Recent Trands in Signal Processing,image Procesing and VLSI.
8. Nanjundaswamy H R, Divya B S.(2010) ​“Configurable VESA- VGA and DVI Test Pattern Generator” @ Design and Reuse IP SoC 2010 conference, Grenoble.

National Journal Papers

1. Divya B S, Nanjundaswamy HR, N.J.R.Muniraj (2014) ​“Adaptive Segmentation and Cells Extraction Algorithm for the Analysis Classification of HEp-2 ANA Images”, International conference on Recent Trands in Signal Processing,image Procesing and VLSI.

International Journal Papers

1. Dhanya G. Athikary, Sowmya K, Harsh Tiwari, Harshit Kumar, Divya Biligere Shivanna, Roopa S. Rao, Madhusudan Astekar, Prediction of recurrence of Unicystic Ameloblastoma on haematoxylin and eosin whole slide images using deep learning techniques, Digital Dentistry Journal, Volume 2, Issue 2, 2025, 100029, ISSN 2950-6433, https://doi.org/10.1016/j.ddj.2025.100029
2. Subramanya B, Divya BS, Raj GN, Prabhu PS, Yaseer M, Rao RS. Detection of Auto-Immune Disease using Deep Learning Techniques. Mediterr J Rheumatol 2025;36(1):50-62.
3. B. Aishwarya, J. Priyanka, Mummadi Shyam Kumar Reddy, R. Mohan, Divya Biligere Shivanna, Madhusudan Astekar, Roopa S. Rao, BO- MobileXNet for automated oral squamous cell carcinoma risk stratification: Enhancing accuracy and clinical integration, Digital Dentistry Journal, Volume 2, Issue 2, 2025, 100026, ISSN 2950-6433, https://doi.org/10.1016/j.ddj.2025.100026
4. Anagha P. Bharadwaj, Divya Biligere Shivanna, Roopa S. Rao, Madhusudan Astekar, Deep learning-based differential diagnosis of odontogenic keratocyst and dentigerous cyst in haematoxylin and eosin-stained whole slide images, Digital Dentistry Journal, Volume 2, Issue 2, 2025, 100028, ISSN 2950-6433, https://doi.org/10.1016/j.ddj.2025.100028
5. Samahit Mohanty, Divya Biligere Shivanna, Roopa S. Rao, Madhusudan Astekar, Predicting the Recurrence of Sporadic Odontogenic Keratocyst Using Whole-Slide Histopathology Images With the Hybrid Encoder Iterative Attention Convolution Model, Clinical and Experimental Dental Research, 23 July 2025, https://doi.org/10.1002/cre2.70184
6. Yakolli N, Divya BS, Roopa S Rao, Patil S, Ronsivalle V, Cicciù M, Minervini G. Diagnosis of odontogenic keratocysts and non-keratocysts using edge attention convolution neural network. Minerva Dent Oral Sci. 2024 Sep 27. doi: 10.23736/S2724-6329.24.04874-5. Epub ahead of print. PMID: 39327988.
7. Samahit Mohanty, Divya BS, Roopa S Rao, Astekar M, Chandrashekar C, Radhakrishnan R, Sanjeevareddygari S, Kotrashetti V, Kumar P. Development of Automated Risk Stratification for Sporadic Odontogenic Keratocyst Whole Slide Images with an Attention-Based Image Sequence Analyzer. Diagnostics. 2023; 13(23):3539.  https://doi.org/10.3390/diagnostics13233539
8. Samahit Mohanty, Divya BS, Roopa S Rao, Astekar M, Chandrashekar C, Radhakrishnan R, Sanjeevareddygari S, Kotrashetti V, Kumar P. Building Automation Pipeline for Diagnostic Classification of Sporadic Odontogenic Keratocysts and Non-Keratocysts Using Whole-Slide Images. Diagnostics. 2023; 13(21):3384. https://doi.org/10.3390/diagnostics13213384
9. Divya B Shivanna, Stephan, T.; Al-Turjman, F.; Kolhar, M.; Alturjman, S. (2022) IoMT-Based Automated Diagnosis of Autoimmune Diseases Using MultiStage Classification Scheme for Sustainable Smart Cities. Sustainability, 14, 13891. https://​doi​.org/ 10.3390/su142113891
10. Rao, R.S.; Divya BS; Mahadevpur et al,(2022) ​“Ensemble Deep-Learning-Based Prognostic and Prediction for Recurrence of Sporadic Odontogenic Keratocysts on Hematoxylin and Eosin Stained Pathological Images of Incisional Biopsies”, Journal of Personalized Medicine, MDPI, 12(8), 1220.
11. Roopa S Roa, Divya BS, Kirthi MS.; Spoorthi Prakash, Sinchana,Surendra, Shankhar Patil,(2021), Deep Learning-Based Microscopic Diagnosis of Odontogenic Keratocysts and Non-Keratocysts in Haematoxylin and Eosin-Stained Incisional Biopsies. MDPI, Diagnostics, 11, 2184. https://​doi​.org/​1​0​.​3​3​9​0​/​d​i​a​g​n​o​s​t​i​c​s​1​1​1​22184.
12. B. S Divya, Kamalraj Subramaniam, and H. R. Nanjundaswamy, (2020)“Human Epithelial Type-2 Cell Image Classification Using an Artificial Neural Network with Hybrid Descriptors”, IETE Journal of Research, pp. 30 – 41, Vol 66, Issue 1, DOI:https://​doi​.org/​1​0​.​1​0​8​0​/​0​37720….
13. BS Divya, Kamalraj Subramaniam, HR Nanjundaswamy (2020) “A study on indirect immunofluorescence image classification methods for bioinformatics”, International Journal of Medical Engineering and Informatics, 12(6), Pages 553-567
14. B. S Divya, Kamalraj Subramaniam, and H. R. Nanjundaswamy, (2018) ​“Human epithelial type-2 cell categorization using hybrid descriptor with binary tree”, Journal of Ambient Intelligence and Humanized Computing, Springer Nature, pp. 1 – 8, Feb. DOI:10.1007/s12652-0180694 – 6.

• IEEE
• ISTE

• Dr. Divya B. S, Dr. Roopa Rao, Tushar Patil, Lichi Tensubam, “System and Method for Diagnosis and Risk Stratification of Odontogenic Keratocysts from Histopathological Images of Incisional Biopsies. Patent number: 202341059719 Filing Date: 05/09/2023
• Title: Automation of prognosis of recurring and non-recurring Odontogenic Keratocyst and risk stratification into binary system as low risk and high risk OKC’s Patent number: 202241004002 Filing Date: 20/01/2022
• Title: Automation of Odontogenic Keratocysts and Non- Keratocysts based on Incisional Biopsy. Patent number: 202041055633 Filing Date: 12/21/2020.