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Dr. Sugata Banerji
(Associate Professor)
Department of Mathematics & Computer Science • Lake Forest College •
555 North Sheridan Road • Lake Forest, IL 60045
Office: Brown Hall 214 • Phone: +1-847-735-5156 • Email:Email me



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  1. E. Knizhnik, B. Rivera, A. Sinha, and S. Banerji, "Paintings-100: A Diverse Painting Dataset for Large Scale Classification," in Proceedings of the Ninth International Conference on Advances in Signal, Image and Video Processing (SIGNAL 2024), March 10-14, 2024, Athens, Greece.
    [PDF] [BibTeX]
  2. R. Bhattacharyya, P. Roy, S. Banerji, and S. Mitra, "Efficient Grading of Prostate Cancer WSI with Deep Learning," in Proceedings of SPIE Medical Imaging 2024, February 18-22, 2024, San Diego, CA, USA.
    [PDF] [BibTeX]
  3. R. Chakraborty, and S. Banerji, "A Machine Learning-based Analysis of Autism Prevalence Rates across US States against Multiple Potential Explanatory Variables," in World Academy of Science, Engineering and Technology International Journal of Health and Medical Engineering, vol. 17, no. 1 (2023), pp. 12-16. eISSN: 1307-6892.
    [PDF] [BibTeX]
  4. N. Ojha, and S. Banerji, "Intracranial Hemorrhage Detection and Classification," in Augmenting Neurological disorder Prediction and Rehabilitation using Artificial Intelligence, edited by Bindu Menon and Anitha Pillai, 1-12. Cambridge, MA: Academic Press, 2021.
    [Link] [BibTeX]
  5. S. Banerji, and S. Mitra, "Deep Learning in Histopathology: A Review," in WIREs Data Mining and Knowledge Discovery, 12, no. 1 (2022): e1439. https://doi.org/10.1002/widm.1439.
    [Link] [BibTeX]
  6. S. Banerji, R. R. Zunker, and A. Sinha, "Finding Better Matches: Improving Image Retrieval with EFM-HOG," in International Journal on Advances in Software, vol. 13, no 3 & 4, pp. 116-128, 2020.
    [PDF] [BibTeX]
  7. S. Banerji, and A. Sinha, "EFM-HOG: Improving Image Retrieval in the Wild," in Proceedings of the Fourth International Conference on Advances in Signal, Image and Video Processing (SIGNAL 2019), June 2-6, 2019, Athens, Greece.
    [PDF] [BibTeX]
  8. R. R. Zunker, A. Sinha, and S. Banerji "House Hunting: Image-based Geo-Localization of Buildings within a City," in Proceedings of the 2019 5th International Conference on Computing and Data Engineering (ICCDE'19), ACM, New York, NY, USA, pp. 100-104.
    [PDF] [BibTeX]
  9. R. D. Meltser, S. Banerji, and A. Sinha, "What's that Style? A CNN-based Approach for Classification and Retrieval of Building Images", in Proceedings of the International Conference on Advances in Pattern Recognition, December 27-30, 2017, Bangalore, India.
    [PDF] [BibTeX]
  10. J. Chakraborty, and S. Banerji, "Evaluating Predictive Models for Solar Energy Growth in the US States and Identifying Key Drivers", in Proceedings of the International Conference on Renewable Energy and Environment, November 1-3, 2017, Toronto, Canada.
    [PDF] [BibTeX]
  11. S. Banerji, and A. Sinha, "Painting Classification using a Pre-trained Convolutional Neural Network," 2nd Workshop on Computer Vision Applications at the Tenth Indian Conference on Vision, Graphics and Image Processing, December 19, 2016, Guwahati, India.
    [PDF] [BibTeX]
  12. A. Sinha, S. Banerji, and C. Liu, "New Color GPHOG Descriptors for Object and Scene Image Classification," Machine Vision and Applications, vol. 25, issue 2, pp. 361-375, 2014.
    [Link] [BibTeX]
  13. S. Banerji , A. Sinha, and C. Liu, "New Image Descriptors Based on Color, Texture, Shape, and Wavelets for Object and Scene Image Classification," Neurocomputing, 2013.
    [PDF] [BibTeX]
  14. S. Banerji, A. Verma, and C. Liu, "LBP and Color Descriptors for Image Classification" in Cross Disciplinary Biometric Systems, C. Liu and V. Mago Eds., Springer-Verlag, pp. 205-225, 2012.
     [Link] [BibTeX]
  15. S. Banerji, A. Sinha, and C. Liu, "HaarHOG: Improving the HOG Descriptor for Image Classification," IEEE International Conference on Systems, Man, and Cybernetics, October 13-16, 2013, Manchester, UK.
    [PDF]  [BibTeX]
  16. S. Banerji, A. Sinha, and C. Liu, "A New Bag of Words LBP (BoWL) Descriptor for Scene Image Classification," The Fifteenth International Conference on Computer Analysis of Images and Patterns, August 27-29, 2013, York, UK.
    [PDF] [Poster] [BibTeX]
  17. A. Sinha, S. Banerji, and C. Liu, "Novel Color Gabor-LBP-PHOG (GLP) Descriptors for Object and Scene Image Classification", The Eighth Indian Conference on Vision, Graphics and Image Processing, December 16-19, 2012, Mumbai, India.
     [PDF] [BibTeX]
  18. A. Sinha, S. Banerji, and C. Liu, "Gabor-Based Novel Local, Shape and Color Features for Image Classification" The 19th International Conference on Neural Information Processing, November 12-15, 2012, Doha, Qatar.
     [PDF] [BibTeX]
  19. A. Sinha, S. Banerji, and C. Liu, "Novel Gabor-PHOG Features for Object and Scene Image Classification", in Structural, Syntactic, and Statistical Pattern Recognition, Lecture Notes in Computer Science Volume 7626, pp 584-592, 2012.
     [PDF] [BibTeX]
  20. S. Banerji, A. Sinha, and C. Liu, "Novel Color HWML Descriptors for Scene and Object Image Classification" The 3rd International Conference on Image Processing Theory, Tools & Applications, October 15-18, 2012, Istanbul, Turkey.
    [PDF] [BibTeX]
  21. S. Banerji, A. Sinha, and C. Liu, "Scene Image Classification: Some Novel Descriptors" IEEE International Conference on Systems, Man, and Cybernetics, October 14-17, 2012, Seoul, Korea.
     [PDF] [BibTeX]
  22. A. Sinha, S. Banerji, and C. Liu, "Gabor-Based Novel Color Descriptors for Object and Scene Image Classification" The 16th International Conference on Image Processing, Computer Vision, & Pattern Recognition, July 16-19, 2012, Las Vegas, Nevada, USA.
    [PDF] [BibTeX]
  23. S. Banerji, A. Sinha, and C. Liu, "Object and Scene Image Classification Using Unconventional Color Descriptors" The 16th International Conference on Image Processing, Computer Vision, & Pattern Recognition, July 16-19, 2012, Las Vegas, Nevada, USA.
    [PDF] [BibTeX]
  24. S. Banerji, A. Verma, and C. Liu, "Novel Color LBP Descriptors for Scene and Image Texture Classification," The 15th International Conference on Image Processing, Computer Vision, and Pattern Recognition, July 18-21, 2011, Las Vegas, Nevada, USA.
    [PDF] [BibTeX]
  25. A. Verma, S. Banerji, and C. Liu, "A New Color SIFT Descriptor and Methods for Image Category Classification" The 2010 International Congress on Computer Applications and Computational Science, 4-6 December 2010, Singapore.
    [PDF] [BibTeX]