Publications
- "Land cover classification of satellite images using deep learning", M Hoque, A Mahmud, R Silwal, H Ajami, M Kargar Nigjeh, SE Umbaugh, Proceedings of SPIE (13137): Applications of Digital Image Processing XLVI, August 18-22, 2024, San Diego, CA,
- "Comparison of performance of two deep learning models for classification of skin lesions using image resampling technique for data augmentation", A Mahmud, H Ajami, M Hoque, R Silwal, M Kargar Nigjeh, SE Umbaugh, Proceedings of SPIE (13137): Applications of Digital Image Processing XLVI, August 18-22, 2024, San Diego, CA,
- "Comparative analysis of deep learning models for brain tumor classification in MRI images using enhanced preprocessing techniques", M Kargar Nigjeh , H Ajami, A Mahmud, M Hoque, SE Umbaugh, Proceedings of SPIE (13137): Applications of Digital Image Processing XLVI, August 18-22, 2024, San Diego, CA,
- "Automated retinal disorders classification: leveraging digital image enhancement techniques and deep learning on OCT Images", M Kargar Nigjeh (MAHDI), M Kargar Nigjeh (MAHSA), SE Umbaugh, Proceedings of SPIE (13137): Applications of Digital Image Processing XLVI, August 18-22, 2024, San Diego, CA,
- "Comparative evaluation of two algorithmic methods to enhance autonomous vehicle vision through de-Raining imagery techniques", H Ajami, M Kargar Nigjeh (MAHDI), M Kargar Nigjeh (MAHSA), SE Umbaugh, Proceedings of SPIE (13137): Applications of Digital Image Processing XLVI, August 18-22, 2024, San Diego, CA,
- "Comparative analysis of white matter lesion segmentation in multiple sclerosis patients' MRIs: evaluating the results of FCNN architecture and CVIPtools software on compressed image data", H Ajami, H Chakradhar, M Kargar Nigjeh (Mahdi), A Mahmud, M Hoque, SE Umbaugh, Proceedings of SPIE (13137): Applications of Digital Image Processing XLVI, August 18-22, 2024, San Diego, CA,
- "BetaVAEClassifier vs PCAEClassifier: investigating variational autoencoder and classification for accurate identification of white lesions in multiple sclerosis brain MRIs", H Ajami, A Mahmud, M Kargar Nigjeh (Mahdi), M Hoque, H Chakradhar, SE Umbaugh, Proceedings of SPIE (13137): Applications of Digital Image Processing XLVI, August 18-22, 2024, San Diego, CA,
- "DIPA: Computer Vision and Image Analysis", 4th Edition, Scott E Umbaugh, CRC Press, Taylor & Francis Group, Boca Raton, FL, 2023, 440 pages, ISBN: 9781032071299
- "DIPA: Digital Image Enhancement, Restoration and Compression", 4th Edition, Scott E Umbaugh, CRC Press, Taylor & Francis Group, Boca Raton, FL, 2023, 488 pages, ISBN: 9781032071305
- "Unsupervised white matter lesion identification in multiple sclerosis (MS) using MRI segmentation and pattern classification: a novel approach with CVIPtools", H Ajami, M Kargar Nigjeh, SE Umbaugh, Proceedings of SPIE (12674): Applications of Digital Image Processing XLVI, August 20-24, 2023, San Diego, CA, http://dx.doi.org/10.1117/12.2688268
- "Automated classification of white matter lesions in multiple sclerosis patients' MRI images using gray level enhancement and deep learning", M Kargar Nigjeh, H Ajami, SE Umbaugh, Proceedings of SPIE (12674): Applications of Digital Image Processing XLVI, August 20-24, 2023, San Diego, CA, http://dx.doi.org/10.1117/12.2688269
- "Automatic mask creation of thermographic gait images using CVIPtools ATAT", CB Stacey, SE Umbaugh, DJ Marino, J Sackman, Proceedings of SPIE, Vol. , Thermosense: Thermal Infrared Applications XLII, April 11-15, 2021, http://dx.doi.org/10.1117/12.2585646
- "Machine learning with a convolutional neural network for segmentation of ophthalmological images", H Biswas, SE Umbaugh, Proceedings of SPIE, Vol. , Thermosense: Thermal Infrared Applications XLII, April 11-15, 2021, https://doi.org/10.1117/12.2587516
- "Comparison of K-means and K-means++ for image compression with thermographic images", H Biswas, SE Umbaugh, DJ Marino, J Sackman, Proceedings of SPIE, Vol. , Thermosense: Thermal Infrared Applications XLII, April 11-15, 2021, https://doi.org/10.1117/12.2587264
- "Identification of bone cancer in canine thermograms", N Gorre, SE Umbaugh, DJ Marino, J Sackman, SPIE Defense + Commercial Sensing 2020, Proceedings of SPIE, Vol. 11409, Thermosense: Thermal Infrared Applications XLII, April 28-30 2020
- "Medical infrared thermal imaging of syringomyelia in the Cavalier King Charles Spaniel", M Larkin, C Loughin, DJ Marino, C Dewey, S Umbaugh, J Sackman, BMC Veterinary Research, April 2020, https://dx.doi.org/10.21203/rs.2.20382/v2
- "Detection of syrinx in thermographic images of canines with chiari malformation using MATLAB CVIP toolbox GUI", JC Buritica, A Karlapalem, SE Umbaugh, DJ Marino, and J Sackman, SPIE Defense + Commercial Sensing, 2019, Baltimore Convention Center, April 14-18, 2019, Proceedings of SPIE, Vol. 11004, Thermosense: Thermal Infrared Applications XLI, 1100405(2 May 2019), DOI: 10.1117/12.2519112; https://doi.org/10.1117/12.2519112
- Digital Image Processing and Analysis:
Applications with Matlab and CVIPtools, 3rd Edition, Scott E Umbaugh, CRC Press, Taylor & Francis Group, Boca Raton, FL, 2018, 873 pages, ISBN: 9781498766029
- "Medical infrared imaging and orthostatic analysis to determine lameness in the pelvic limbs of dogs", E Garcia, C Loughin, D Marino, J Sackman, SE Umbaugh, J Fu, S Subedi, M Lesser, M Akerman and
J Schossler, Open Veterinary Journal, Vol. 7(4), 2017, http://dx.doi.org/10.4314/ovj.v7i4
- "Veterinary Software Application for Comparison of Thermograms for Pathology Evaluation", G Pant, SE Umbaugh, R Dahal, N Lama, DJ Marino, and
J Sackman, Proceedings of SPIE, Vol. 10396, Applications of Digital Image Processing XL, 103962B , August 6-10, 2017, San Diego, CA,http://dx.doi.org/10.1117/12.2273077
- "Thermographic image analysis for classification of ACL rupture disease, bone cancer, and feline hyperthyroid, with Gabor filters", M Alvandipour, SE Umbaugh, D Mishra, R Dahal, N Lama, D J Marino,
and J Sackman, SPIE Commercial + Scientific Sensing and Imaging, April 2017, Proceedings of SPIE, Vol. 10214 Thermosense: Thermal Infrared Applications XXXIX, http://dx.doi.org/10.1117/12.2261753
- "Thermography based prescreening software tool for veterinary clinics", R Dahal, SE Umbaugh, D Mishra, N Lama, M Alvandipour, DS Umbaugh, DJ Marino,
and J Sackman, SPIE Commercial + Scientific Sensing and Imaging, April 2017, Proceedings of SPIE, Vol. 10214 Thermosense: Thermal Infrared Applications XXXIX, http://dx.doi.org/10.1117/12.2260758
- "An Effective Hair Detection Algorithm for Dermoscopy Images of Melanoma", D Chakraborti, R Kaur, SE Umbaugh, R Leander, SPIE Optical Engineering + Applications Conference: Applications of Digital Image Processing, August 2016, San Diego, California. Proceedings of SPIE Vol. 9971
- "Thermography based diagnosis of ruptured anterior cruciate ligament (ACL) in canines", N Lama, S E Umbaugh, D Mishra, R Dahal, D Marino, J Sackman, SPIE Optical Engineering + Applications Conference: Applications of Digital Image Processing, August 2016, San Diego, California. Proceedings of SPIE Vol. 9971
- "Image processing and pattern recognition with CVIPtools MATLAB toolbox: automatic creation of masks for veterinary thermographic images", D Mishra, N Lama, S E Umbaugh, R Dahal, D Marino, J Sackman, SPIE Optical Engineering + Applications Conference: Applications of Digital Image Processing, August 2016, San Diego, California. Proceedings of SPIE Vol. 9971
- "Medical Infrared Imaging of Normal and Dysplastic Elbows in Dogs", L McGowan, C Loughin, D Marino, SE Umbaugh, P Liu, M Amini, Veterinary Surgery, September 2015, DOI: 10.1111/vsu.12372
- "Medical Infrared Imaging (Thermography) of Type I Thoracolumbar Disk Disease in Chondrodystrophic Dogs", Grossbard BP, Loughin CA, Marino DJ, Marino LJ, Sackman J, Umbaugh SE, Solt PS, Afruz J, Leando P, Lesser ML, Akerman M, Veterinary Surgery, 2014, Oct, 43(7):869-76.
- "Thermographic Image Analysis as a Pre-screening Tool for the Detection of Canine Bone Cancer" S Subedi, SE Umbaugh, J Fu, DJ Marino, CA Loughin, SPIE Optical Engineering + Applications Conference: Applications of Digital Image Processing XXXVII, August, 2014, Proceedings of SPIE Vol. 9217.
- "Pixel Based Texture in Painting using Optimal Neighborhood Positioning", R Kaur, D Hauer, R LeAnder, S Umbaugh, Journal of Innovation in Computer Science and Engineering, Guru Nanak Publications, Vol. 3(1), Jul-Dec 2013, pp. 5-10, ISSN 2278-0947.
- "Thermographic Image Analysis Method in Detection of Canine Bone Cancer", MS Amini, P Liu, SE Umbaugh, DJ Marino, CA Loughin, 5th International Conference on Image and Signal Processing (CISP'12) and 5th International Conference on BioMedical Engineering and Informatics (BMEI'12), 16-18 October 2012, Chongqing, China, IEEE Conference Record Number for CISP'12: 20190; IEEE Conference Record Number for BMEI'12: 20189.
- Digital Image Processing and Analysis:
Human and Computer Vision Applications with CVIPtools, Second Edition, Scott E Umbaugh, CRC Press, Taylor & Francis Group, Boca Raton, FL, 2011, 956 pages, ISBN: 9781439802052
- "Automatic Mask Creation and Feature Analysis for Detection of IVDD in Canines", J Afruz, J Phelps, SE Umbaugh, DJ Marino, CA Loughin, Proceedings of 5th International Conference on Computer Sciences and Convergence Information Technology , Nov 30-Dec 2, 2010, Seoul, Korea
- "Frequency Domain Pseudo-Color to Enhance Ultrasound Images", Afruz, J., Wilson, V., Umbaugh, SE, Computer and Information Science, Vol. 3, No. 4, Nov. 2010, pp.24-34, ISSN 1913-8989,ISSN 1913-8997
- "Thermal Imaging of Normal and Cranial Cruciate Ligament-Deficient Stifles in Dogs", T Infernuso, CA Loughin, DJ Marino, SE Umbaugh, PS Solt, Veterinary Surgery 2010, Vol. 39, pp. 410-417
- "A new algorithm for detecting smaller retinal blood vessels in fundus images." Proceedings of the SPIE Medical Imaging 2010 Conference, Vol. 7624, 7624-3B, pp. 1-7, February 13-18, 2010, San Diego, CA, RW LeAnder, PI Bidari, TA Mohammad, M Das, SE Umbaugh
- "Detection of Atypical Texture Features in Early Malignant Melanoma", B. Shrestha, J. Bishop, K. Keong, X. Chen, R. H. Moss, W. V. Stoecker, S. E Umbaugh,, R. J. Stanley, M. E. Celebi, A. A. Marghoob, G. Argenziano, H. P.Soyer, Skin Research and Technology 2008.
- "Comparison of Two Algorithms in the Automatic Segmentation of Blood Vessels in Fundus Images", Proceedings of the SPIE Medical Imaging 2008 Conference, Feb 16-21, 2008, San Diego, CA, RW LeAnder, S Myneni, S Mokkapati, SE Umbaugh
- ”Computer Imaging: A Project for Pattern Classification of Range Images”, SE Umbaugh, RW LeAnder, P Solt, A Kharbanda, P Deokar, Computer Applications in Engineering Education, accepted August 23, 2007
- “Automatic Differentiation of Melanoma and Clark Nevus Skin Lesions”, Proceedings of the SPIE Medical Imaging 2007 Conference, Vol. 8, No. 33, R. W LeAnder, A. Kasture, A. Pandey, SE Umbaugh
- "Skin Lesion Classification Using Relative Color Features", Y. Cheng, R. Swamisai, S.E Umbaugh, R.H. Moss, W.V. Stoecker, S. Teegala, S.K. Srinivasan, Skin Research and Technology,Vol. 14, Issue 1, Feb. 2008, http://www.blackwell-synergy.com/doi/full/10.1111/j.1600-0846.2007.00261.x
- “Automatic Recognition and Classification of Land Cover Types from Satellite Images Using Quadratic Discriminant Analysis and Multilayer Perceptron”, Proceedings of the International Conference on Engineering and Mathematics, Bilbao, Spain, July 10-11, 2006, HK Choge and SE Umbaugh
- ,Computer Imaging: Digital Image Analysis and Processing, Scott E Umbaugh, The CRC Press, Boca Raton, FL, 2005, 659 pages, CVIPtools CD-ROM with book, ISBN: 0-84-932919-1.
- "A Watershed-based Approach to Skin Lesion Border Segmentation", X. Chen, R.H. Moss, W.V. Stoecker, S.E. Umbaugh, R.J. Stanley, B.J. Threstha, presented at the 6th World Congress on Melanoma , Vancouver BC, Canada, September 6-10, 2005.
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"Color-based Diagnosis: Clinical Images", I.Y. Cheng, S. E Umbaugh, presented at the Symposium on Automatic Detection of Malignant Melanoma Using Image Processing , University of Missouri Rolla, July 6-13, 2005.
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"Melanoma and Seborrheic Keratosis Differentiation Using Texture Features", S.V. Deshabhoina, S.E Umbaugh, W.V. Stoecker, R.H. Moss, S.K. Srinivasan, Skin Research and Technology, November 2003, No. 9, pp. 348-356.
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"Faint Line Defect Detection in Gray Scale Images", I.Y. Cheng, M. Wilson, S.Umbaugh, T. Ceylan, Society for Information Display (SID) 2002 Microdisplay Conference Digest, pp. 74-77, Westminister, Colorado, September 18-20, 2002.
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"Compression of Color Skin Tumor Images with Vector Quantization", L. Guo, S.Umbaugh, Y. Cheng, IEEE Engineering in Medicine and Biology Magazine, Vol. 20, No.6, Nov/Dec 2001, pp. 152-164.
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"Web Site for Computer Imaging Education", A. Mani, R. Swamisai, S. E Umbaugh, Computer Applications in Engineering Education , John Wiley & Sons, NY, Volume 8, No. 2, September 2000, pp. 61-71.
- Computer Vision and Image Processing: A Practical Approach Using CVIPtools , S. E Umbaugh, Prentice Hall PTR, Upper Saddle, NJ, 1998, 504 pages, includes CD-ROM with software, ISBN 0-13-264599-8.
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"Compression of Skin Tumor Images", A. Kjoelen, S.E Umbaugh, M.Zuke, IEEE Engineering in Medicine and Biology Magazine, Vol. 17, No. 3, May/June 1998, pp.73-80.
- "Boundary Detection Techniques in Medical Image Processing", W.V. Stoecker, Z. Zhang, R.H. Moss, S.E. Umbaugh, F. Ercal, Chapter 1, pp. 1-84 in Medical Imaging Systems Techniques and Applications: General Anatomy, ed. by Cornelius T. Leondes, Gordon and Breach, Newark, NJ, 1997, ISBN 90-5699-597-9.
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"CVIPtools: A Software Package for Computer Imaging Education", Mark Zuke, Scott E Umbaugh, Computer Applications in Engineering Education , John Wiley & Sons, NY, Volume 5, Number 3, 1997, pp. 213-220.
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"Feature Extraction in Image Analysis", Scott E Umbaugh, Yansheng Wei, Mark Zuke, IEEE Engineering in Medicine and Biology Magazine , Volume 16, Number 4, July/August 1997, pp. 62-73.
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"Performance of Artificial Intelligence Methods In Automated Detection of Melanoma", A. Kjoelen, M. Thompson, S. Umbaugh, R. Moss, W. Stoecker, IEEE Engineering Medicine and Biology , Vol.14, No.4 July/August 1995, pp. 411-416.
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"A Dynamic Window Based Runlength Coding Algorithm Applied to Gray Level Images", M. Kumar, S.E. Umbaugh, Graphical Models and Image Processing , Vol. 57, No. 4, July 1995, pp. 267-282.
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"Artificial Intelligence Applied to Detection of Melanoma", A. Kjoelen, S.E. Umbaugh, R.H. Moss, W.V. Stoecker, Proceedings of the 15th Annual International Conference of the IEEE Engineering in Medicine and Biology Society , San Diego CA, October 28-31, 1993.
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"Store Separation Flight Test Image Enhancement Tools", M.L. Johnson, S.E. Umbaugh, presented at the Joint Aircraft-Stores Compatibility Subgroup of the Joint Ordinance Commanders Group Aircraft-Stores Compatibility Seminar , September 29, 1993, Fort Walton Beach, Florida.
- "Visible-Light Digital Imaging in Dermatology", W.V. Stoecker, R.H. Moss, D.A. Perednia, S.E. Umbaugh, F. Ercal, Chapter 10, pp. 85-116 in Computer Applications in Dermatology, ed. by W.V. Stoecker, Igaku-Shoin Medical Publishers, Inc, New York NY, 1993, ISBN 978-0896402386.
- "Automatic Color Segmentation Algorithms: With Application to Skin Tumor Feature Identification", S.E. Umbaugh, R.H. Moss, W.V. Stoecker, G.A. Hance, IEEE Engineering in Medicine and Biology , Volume 12, Number 3, September 1993, pp. 75-82.
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