Basic Information
Research Interest: Medical Image Analysis, Image Processing, Signal Processing
Email: adinugroho[at]ugm.ac.id, adinugroho[at]ieee.org
Education
Undergraduate, Electrical Engineering, Universitas Gadjah Mada, Indonesia.
Master, Biomedical Engineering, The University of Queensland, Australia.
Doctorate, Electrical and Electronics Engineering, Universiti Teknologi Petronas, Malaysia.
Active Students (As Main Supervisor)
Eka Legya Frannita
Febry Putra Rochim
Ilcham
Irfan Hadiatma
Muhammad Rahmandani
Rizki Nurfauzi
Shiddieqy Y Katili
Taufiq Rakhman
Vesi Yulyanti
Zulfanahri
Journal Publications
H.A. Nugroho, D. Ihtaho, and H. Nugroho, “Contrast Enhancement for Liver Tumor Identification,” The MIDAS Journal – Grand Challenge Liver Tumor Segmentation (2008 MICCAI Workshop), 2008.
M.H. Ahmad Fadzil, I. Lila Iznita, and H.A. Nugroho, “Analysis of Foveal Avascular Zone in Color Fundus Image for Grading of Diabetic Retinopathy,” International Journal of Recent Trends in Engineering, vol. 2, pp. 101-104, November 2009.
M.H. Ahmad Fadzil and H.A. Nugroho, “Retinal vasculature enhancement using independent component analysis,” J. Biomedical Science and Engineering, vol. 2, pp. 543-549 2009.
M.H.A. Fadzil, I. Lila Iznita, and H.A. Nugroho, “Determination of foveal avascular zone in diabetic retinopathy digital fundus images,” Computers in Biology and Medicine, vol. 40, pp. 657-664, July 2010.Fadzil, L. Izhar, H.
Nugroho, and H.A. Nugroho, “Analysis of retinal fundus images for grading of diabetic retinopathy severity,” Medical and Biological Engineering and Computing, vol. 49 pp. 1-8, January 2011.
M.H. Ahmad Fadzil, L. I. Izhar, and H.A. Nugroho, “Area Analysis of Foveal Avascular Zone in Diabetic Retinopathy Color Fundus Images,” International Journal of Medical Engineering and Informatics, vol. 3, pp. 84-98, 2011.
M.H. Ahmad Fadzil, L. I. Izhar, and H.A. Nugroho, “Analysis of Foveal Avascular Zone for Grading of Diabetic Retinopathy,” International Journal Biomedical Engineering and Technology, vol. 6, pp. 232-50, 2011.
A. Nugroho, K.Z.W. Oktoeberza, T.B. Adji, and F. Najamuddin, “Detection of Exudates on Color Fundus Images using Texture Based Feature Extraction”, International Journal of Technology; Vol 6, No 2 (2015), pp 165-173.
H.A. Nugroho, D.A. Dharmawan, Litasari, “Automated Segmentation of Foveal Avascular Zone in Digital Colour Retinal Fundus Images”, International Journal of Biomedical Engineering and Technology; Vol 23, No 1 (2017), pp 1-18.
H.A. Nugroho, F. Rahadian, T.B. Adji, W.K. Oktoeberza & R.L.B. Buana, “Texture Analysis for Skin Classification in Pornography Content Filtering Based on Support Vector Machine”, Journal of Engineering and Technological Sciences; Vol 48, No 5 (2016), pp 584-596.
Arham, H. A. Nugroho, and T. B. Adji, “Multiple layer data hiding scheme based on difference expansion of quad,” Signal Processing, vol. 137, pp. 52-62, 2017.
Triwiyanto, O. Wahyunggoro, H.A. Nugroho, Herianto, “Effect of Window Length on Performance of the Elbow-Joint Angle Prediction Based on Electromyography”, Journal of Physics Conference Series; Vol 853, No 1 (2017), pp 1-9.
Wibirama, H.A. Nugroho, K. Hamamoto, “Evaluating 3D Gaze Tracking in Virtual Space: A Computer Graphics Approach”, Entertainment Computing; Vol 21 (2017), pp 11-17.
A, Rizal, R. Hidayat, H.A. Nugroho, “Hjorth Descriptor Measurement on Multidistance Signal Level Difference for Lung Sound Classification”, Journal of Telecommunication, Electronic and Computer Engineering (JTEC); Vol 9, No 2 (2017), pp 23-27.
H.A. Nugroho, M.M. Sebatubun, T.B. Adji, “Ground Glass Opacity Lesion Morphology Extraction in Primary Lung Cancer”, International Journal of Medical Engineering and Informatics (IJMEI); 2017.
H.A. Nugroho, H.R. Fajrin, I. Soesanti, R.L. Budiani, “Analysis of Texture for Classification of Breast Cancer on Mammogram Images”, International Journal of Medical Engineering and Informatics (IJMEI); 2017.
Conference Proceedings
M.H. Ahmad Fadzil, H.A. Nugroho, P. A. Venkatachalam, H. Nugroho, and L. I. Izhar, “Determination of Retinal Pigments from Fundus Images using Independent Component Analysis,” in IFMBE Proceedings: 4th Kuala Lumpur International Conference on Biomedical Engineering 2008. vol. 21, N. A. A. Osman, F. Ibrahim, W. A. B. W. Abas, H. S. A. Rahman, and H.-N. Ting, Eds., ed Kuala Lumpur: Springer Berlin Heidelberg, 2008, pp. 555-558.
L.I. Izhar and H.A. Nugroho, “Segmentation in Low Contrast Images,” presented at the United Kingdom – Malaysia Engineering Conference (MEC) 2008, London, 2008.
M.H. Ahmad Fadzil and H.A. Nugroho, “Model-based retinal vasculature enhancement in digital fundus image using independent component analysis,” in Proc. 2009 IEEE Symposium on Industrial Electronics & Applications (ISIEA2009), Kuala Lumpur, Malaysia, 2009, pp. 137-141.
M.H. Ahmad Fadzil, H.A. Nugroho, H. Nugroho, and I. Lila Iznita, “Contrast Enhancement of Retinal Vasculature in Digital Fundus Image,” in Proceeding of 2009 International Conference on Digital Image Processing (ICDIP 2009), Bangkok, Thailand, 2009, pp. 137-141.
Kee Yong, I. L. Iznita, M.H.A. Fadzil, H.A. Nugroho, N. Hermawan, and S. A. Vijanth, “Segmentation of retinal vasculature in colour fundus images,” in Innovative Technologies in Intelligent Systems and Industrial Applications, 2009. CITISIA 2009, Kuala Lumpur, 2009, pp. 398-401.
M.H. Ahmad Fadzil, H.A. Nugroho, and H. Nugroho, “Gaussian Bayes Classifier for Medical Diagnosis and Grading: Application to Diabetic Retinopathy,” in 2010 IEEE EMBS Conference on Biomedical Engineering and Sciences (IECBES 2010), Kuala Lumpur, Malaysia, 2010.
A F.M. Hani, N.F. Ngah, T.M. George, L.I. Izhar, H. Nugroho, and H.A. Nugroho, “Analysis of foveal avascular zone in colour fundus images for grading of diabetic retinopathy severity,” in Engineering in Medicine and Biology Society (EMBC), 2010 Annual International Conference of the IEEE, Buenos Aires 2010, pp. 5632-5635.
A.F.M. Hani, H.A. Nugroho, and H. Nugroho, “Gaussian Bayes classifier for medical diagnosis and grading: Application to diabetic retinopathy,” in Biomedical Engineering and Sciences (IECBES), 2010 IEEE EMBS Conference on, 2010, pp. 52-56.
A.F.M. Hani, T. Ahmed Soomro, H. Nugroho, and H.A. Nugroho, “Enhancement of colour fundus image and FFA image using RETICA,” in Biomedical Engineering and Sciences (IECBES), 2012 IEEE EMBS Conference on, 2012, pp. 831-836.
A.F.M. Hani, H. Nugroho, H.A. Nugroho, L. I. Izhar, N. F. Ngah, T. M. George, et al., “Toward a Fully Automated DR Grading System,” in 5th European Conference of the International Federation for Medical and Biological Engineering IFMBE Proceedings. vol. 37, Á. Jobbágy and R. Magjarevic, Eds., ed Budapest, Hungary: Springer Berlin Heidelberg, 2012, pp. 663-666.
A.G. Persada, N.A. Setiawan, and H.A. Nugroho, “Comparative study of attribute reduction on arrhythmia classification dataset,” in Information Technology and Electrical Engineering (ICITEE), 2013 International Conference on, 2013, pp. 68-72.
M.I. Achmad, H.A. Nugroho, and A. Susanto, “Cerebellar model articulation controller (CMAC) for sequential images coding,” in Information Technology, Computer and Electrical Engineering (ICITACEE), 2014 1st International Conference on, 2014, pp. 160-166.
T.B. Adji, Z. Abidin, and H.A. Nugroho, “System of negative Indonesian website detection using TF-IDF and Vector Space Model,” in Electrical Engineering and Computer Science (ICEECS), 2014 International Conference on, 2014, pp. 174-178.
T.B. Adji, F. Rahadian, H.A. Nugroho, and A.G. Persada, “Negative content filtering based on skin texture, homomorphic filter and localizations,” in Electrical Engineering and Computer Science (ICEECS), 2014 International Conference on, 2014, pp. 1-6.
Faris, A.I. Cahyadi, and H.A. Nugroho, “Data fusion and switching function for MAV navigation system,” in Electrical Engineering and Computer Science (ICEECS), 2014 International Conference on, 2014, pp. 115-120.
D.N.K. Hardani, O. Wahyunggoro, H.A. Nugroho, and N. Faisal, “Analysis of emotional condition based on electrocardiogram signals,” in Electrical Engineering and Computer Science (ICEECS), 2014 International Conference on, 2014, pp. 152-157.
I.M.D. Maysanjaya, H.A. Nugroho, and N.A. Setiawan, “The classification of fetus gender on ultrasound images using learning vector quantization (LVQ),” in Electrical Engineering and Informatics (MICEEI), 2014 Makassar International Conference on, 2014, pp. 150-155.
H.A. Nugroho, N. Faisal, I. Soesanti, and L. Choridah, “Identification of malignant masses on digital mammogram images based on texture feature and correlation based feature selection,” in Information Technology and Electrical Engineering (ICITEE), 2014 6th International Conference on, 2014, pp. 1-6.
H.A. Nugroho, N. Faisal, I. Soesanti, and L. Choridah, “Analysis of digital mammograms for detection of breast cancer,” in Computer, Control, Informatics and Its Applications (IC3INA), 2014 International Conference on, 2014, pp. 25-29.
H.A. Nugroho, T. Yulianti, N. Akhmad Setiawan, and D. A. Dharmawan, “Contrast measurement for no-reference retinal image quality assessment,” in Information Technology and Electrical Engineering (ICITEE), 2014 6th International Conference on, 2014, pp. 1-4.
I D.E.K. Ratri, H.A. Nugroho, and T.B. Adji, “A comparative study on signature recognition,” in 2014 The 1st International Conference on Information Technology, Computer, and Electrical Engineering, 2014, pp. 167-171.
L.K.P. Saputra, H.A. Nugroho, and M. Wulandari, “Feature extraction and classification of heart sound based on autoregressive power spectral density (AR-PSD),” in Information Technology, Computer and Electrical Engineering (ICITACEE), 2014 1st International Conference on, 2014, pp. 139-143.
N.A. Setiawan, D.W. Prabowo, and H A. Nugroho, “Benchmarking of feature selection techniques for coronary artery disease diagnosis,” in Information Technology and Electrical Engineering (ICITEE), 2014 6th International Conference on, 2014, pp. 1-5.
Windarto, K. Otomotif, H. Adi Nugroho, and I. Hidayah, “Smart automation for credit point compilation of instructor,” in Information and Communication Technology (ICoICT), 2014 2nd International Conference on, 2014, pp. 221-225.
Astuti, H.A. Nugroho, and T.B. Adji, “The impact of different fold for cross validation of missing values imputation method on hepatitis dataset,” in 2015 International Conference on Quality in Research (QiR), 2015, pp. 51-55.
D.A. Khusna, H.A. Nugroho, and I. Soesanti, “Performance analysis of edge and detailed preserved speckle noise reduction filters for breast ultrasound images,” in 2015 2nd International Conference on Information Technology, Computer, and Electrical Engineering (ICITACEE), 2015, pp. 76-80.
I.M.D. Maysanjaya, H.A. Nugroho, and N.A. Setiawan, “A comparison of classification methods on diagnosis of thyroid diseases,” in 2015 International Seminar on Intelligent Technology and Its Applications (ISITIA), 2015, pp. 89-92.
Nugroho, H.A. Nugroho, and L. Choridah, “Active contour bilateral filter for breast lesions segmentation on ultrasound images,” in 2015 International Conference on Science in Information Technology (ICSITech), 2015, pp. 36-40.
H.A. Nugroho, S.A. Akbar, and E.E.H. Murhandarwati, “Feature extraction and classification for detection malaria parasites in thin blood smear,” in 2015 2nd International Conference on Information Technology, Computer, and Electrical Engineering (ICITACEE), 2015, pp. 197-201.
H.A. Nugroho, D.A. Dharmawan, I. Hidayah, and L. Listyalina, “Automated microaneurysms (MAs) detection in digital colour fundus images using matched filter,” in 2015 International Conference on Computer, Control, Informatics and its Applications (IC3INA), 2015, pp. 104-108.
H.A. Nugroho, L. Listyalina, N.A. Setiawan, S. Wibirama, and D.A. Dharmawan, “Automated segmentation of optic disc area using mathematical morphology and active contour,” in 2015 International Conference on Computer, Control, Informatics and its Applications (IC3INA), 2015, pp. 18-22.
H.A. Nugroho, D. Hardiyanto, and T.B. Adji, “Negative content filtering for video application,” in 2015 7th International Conference on Information Technology and Electrical Engineering (ICITEE), 2015, pp. 55-60.
H.A. Nugroho, A. Nugroho, and L. Choridah, “Thyroid nodule segmentation using active contour bilateral filtering on ultrasound images,” in 2015 International Conference on Quality in Research (QiR), 2015, pp. 43-46.
H.A. Nugroho, K.Z.W. Oktoeberza, T.B. Adji, and M.B. Sasongko, “Segmentation of exudates based on high pass filtering in retinal fundus images,” in 2015 7th International Conference on Information Technology and Electrical Engineering (ICITEE), 2015, pp. 436-441.
H.A. Nugroho, D. Purnamasari, I. Soesanti, K.Z.W. Oktoeberza, and D. A. Dharmawan, “Detection of foveal avascular zone in colour retinal fundus images,” in 2015 International Conference on Science in Information Technology (ICSITech), 2015, pp. 225-230.
H.A. Nugroho, H.K.N. Yusufiyah, T.B. Adji, and A. Nugroho, “Zernike moment feature extraction for classifying lesion’s shape of breast ultrasound images,” in 2015 7th International Conference on Information Technology and Electrical Engineering (ICITEE), 2015, pp. 458-463.
K.Z.W. Oktoeberza, H.A. Nugroho, and T.B. Adji, “Optic Disc Segmentation Based on Red Channel Retinal Fundus Images,” in Intelligence in the Era of Big Data. vol. 516, R. Intan, C.-H. Chi, H. N. Palit, and L. W. Santoso, Eds., ed: Springer Berlin Heidelberg, 2015, pp. 348-359.
Pujiharsono, H.A. Nugroho, and O. Wahyunggoro, “The stand meter extraction of kWh-meter,” in 2015 International Conference on Science in Information Technology (ICSITech), 2015, pp. 202-206.
Rizal, R. Hidayat, and H.A. Nugroho, “Determining lung sound characterization using Hjorth descriptor,” in 2015 International Conference on Control, Electronics, Renewable Energy and Communications (ICCEREC), 2015, pp. 54-57.
M.S. Wibawa, H A. Nugroho, and N.A. Setiawan, “Performance evaluation of combined feature selection and classification methods in diagnosing parkinson disease based on voice feature,” in 2015 International Conference on Science in Information Technology (ICSITech), 2015, pp. 126-131.
Wibirama, T. Wijayanto, H.A. Nugroho, M. Bahit, and M.N. Winadi, “Quantifying visual attention and visually induced motion sickness during day-night driving and sleep deprivation,” in 2015 International Conference on Data and Software Engineering (ICoDSE), 2015, pp. 191-194.
H.K.N. Yusufiyah, H.A. Nugroho, T.B. Adji, and A. Nugroho, “Feature extraction for classifying lesion’s shape of breast ultrasound images,” in 2015 2nd International Conference on Information Technology, Computer, and Electrical Engineering (ICITACEE), 2015, pp. 102-106.
H.A. Nugroho, K.Z.W. Oktoeberza, I. Ardiyanto, R.L.B. Buana, and M. B. Sasongko, “Automated segmentation of hard exudates based on matched filtering,” in 2016 International Seminar on Sensors, Instrumentation, Measurement and Metrology (ISSIMM), 2016, pp. 84-87.
Y.F. Riti, H.A. Nugroho, S. Wibirama, B. Windarta, and L. Choridah, “Feature extraction for lesion margin characteristic classification from CT Scan lungs image,” in 2016 1st International Conference on Information Technology, Information Systems and Electrical Engineering (ICITISEE), 2016, pp. 54-58.
C.R.A. Widiawati, H.A. Nugroho, and I. Ardiyanto, “Plasmodium detection methods in thick blood smear images for diagnosing Malaria: A review,” in 2016 1st International Conference on Information Technology, Information Systems and Electrical Engineering (ICITISEE), 2016, pp. 142-147.
Noprianto, S. Wibirama, and H.A. Nugroho, “Long distance Automatic Number Plate Recognition under perspective distortion using zonal density and Support Vector Machine”, in 2017 3rd International Conference on Science and Technology-Computer (ICST), 2017, pp 19-164.
Nurfauzi, H.A. Nugroho, and Igi Ardiyanto, “Lung detection using Adaptive Border correction, ” in 2017 3rd International Conference on Science and Technology-Computer (ICST), 2017, pp 57-60.
Ardiyanto, H.A Nugroho, and R.L.B. Buana, “Maximum entropy principle for exudates segmentation in retinal fundus images,” in 2016 International Conference on Information & Communication Technology and Systems (ICTS), 2016, pp 119-123.
B.A. Kusuma, H.A Nugroho, and S. Wibirama, “Spinal curvature determination from scoliosis X-Ray image using sum of squared difference template matching, ” in International Conference on Science and Technology-Computer (ICST), 2016, pp. 29-34.
Indrayani, H.A Nugroho, and R. Hidayat, “Increasing the security of mp3 steganography using AES Encryption and MD5 hash function,” in International Conference on Science and Technology-Computer (ICST), 2016, pp 129-132.
Arham, H.A Nugroho, and T.B. Adji, “Combination schemes Reversible Data Hiding for medical images,” in International Conference on Science and Technology-Computer (ICST), 2016, pp 44-49.
Triwiyanto, O. Wahyunggoro, and H.A Nugroho, “Quantitative relationship between feature extraction of sEMG and upper limb elbow joint angle,” in International Seminar on Application for Technology of Information and Communication (ISemantic), 2016, pp 44-50.
Rizal, R. Hidayat, and H.A. Nugroho, “Pulmonary crackle feature extraction using tsallis entropy for automatic lung sound classification,” in International Conference on Biomedical Engineering (IBIOMED), 2016, pp 1-4.
Rahmawaty, H.A. Nugroho, Y. Triyani, I. Ardiyanto, and I. Soesanti, “Classification of breast ultrasound images based on texture analysis,” in International Conference on Biomedical Engineering (IBIOMED),2016, pp 1-6.
Triwiyanto, O. Wahyunggoro, and H.A. Nugroho, “DWT analysis of sEMG for muscle fatigue assessment of dynamic motion flexion-extension of elbow joint,” in 2016 8th International Conference on Information Technology and Electrical Engineering (ICITEE), 2016, pp 1-6.
Bahit, S. Wibirama, H.A. Nugroho, T. Wijayanto, and M.N. Winadi, “Investigation of visual attention in day-night driving simulator during cybersickness occurrence,” in 2016 8th International Conference on Information Technology and Electrical Engineering (ICITEE), 2016, pp 1-4.
Triyani, H.A. Nugroho, M. Rahmawaty, I. Ardiyanto, and L. Choridah, “Performance analysis of image segmentation for breast ultrasound images,” in 2016 8th International Conference on Information Technology and Electrical Engineering (ICITEE), 2016, pp. 1-6.
W.A. Saputra, H.A. Nugroho, and A.E Permanasari, “Toward development of automated plasmodium detection for Malaria diagnosis in thin blood smear image: An overview,” in 2016 International Conference on Information Technology Systems and Innovation (ICITSI), 2016, pp. 1-6.
Sahar, H.A. Nugroho, Tianur, I. Ardiyanto, and L. Choridah, “Automated detection of breast cancer lesions using adaptive thresholding and morphological operation,” in 2016 International Conference on Information Technology Systems and Innovation (ICITSI), 2016, pp. 1-4.
Tianur, H.A. Nugroho, M. Sahar, I. Ardiyanto, R. Indrastuti, and L. Choridah, “Classification of breast ultrasound images based on posterior feature,” in 2016 International Conference on Information Technology Systems and Innovation (ICITSI), 2016, pp. 1-4.