Academic
Suranaree University of Technology
111 University Avenue, SuranareeMuang Nakhon Ratchasima, Nakhon Ratchasima30000, THAILANDEMAIL phorkaew@sut.ac.th
Curriculum Vitae
Dr. Horkaew received his B.Eng. (Hons.) in Telecommunication Engineering (1st) (1999) from King Mongkut's Institute of Technology, Ladkrabang (KMITL). During his undergraduate study, he worked as an RA in medical informatics at the Computed Tomography Laboratory, NECTEC (1997-99). He had then continued his research, supported by the Ministry of Science, in medical image computing at the Visual Information Processing (VIP) group and the Royal Society/ Wolfson Foundation Medical Image Computing (MIC) laboratory, Imperial College London (2000-04).
His Ph.D. thesis focused on an efficient and automatic method for constructing the optimal statistical deformable model for complex topological shapes with application to cardiovascular imaging. As part of his research, in collaboration with the Royal Brompton Hospital (RBHT) London, he also co-wrote a computer assisted diagnosis software for cardiovascular magnetic resonance images (CMRToolsR).
He is now an associate professor with the School of Computer Engineering, Suranaree University of Technology. His main research interests include Networks, Remote Sensing, Computational Anatomy, Digital Geometry Processing, Computer Vision and Graphics. (More)
Journal Publications
P Horkaew, S. Kupittayanant, P. Kupittayanant (2024) Non-invasive In ovo Sexing in Korat Chicken by Pattern Recognition of Its Embryologic Vasculature. Journal of Applied Poultry Research, vol. 33. no. 3. pages 100424 (indexed in Web of Science, ISSN 1056-6171) (Read)
J. Panyavaraporn, P. Horkaew (2024) Non-Destructive Inspection of Tile Debonding by DWT and MFCC of Tile-Tapping Sound with Machine versus Deep Learning Models. ECTI-CIT Transactions on CIT, vol. 18, no. 1, pp. 14–23 (indexed in Scopus, ISSN: 2286-9131) (Read)
P. Horkaew, J Chansangrat, N Keeratibharat , DC Le (2023) Recent advances in computerized imaging and its vital roles in liver disease diagnosis, preoperative planning, and interventional liver surgery: A review. World J Gastrointest Surg, vol. 15, no. 11, pp. 2382-2397 (indexed in Web of Science, ISSN: 1948-9366) (Read)
S. Puttinaovarat, P.Horkaew (2023) A Geospatial Donation Platform for COVID-19 and Beyond, Leveraging Location - Based Services and Geofencing, TEM Journal, vol. 12, no. 3, pp. 1902-1913 (indexed in Scopus, ISSN 2217-8309) (Read)
S. Puttinaovarat, K. Khaimook, P. Horkaew (2023) Land Use and Land Cover Classification from Satellite Images based on Ensemble Machine Learning and Crowdsourcing Data Verification, International Journal of Cartography, vol. 9, 21p. (indexed in Scopus, ISSN 2372-9333). (Read)
W. Yookwan, K. Chinnasarn, C. So-In, P. Horkaew (2022) Multimodal Fusion of Deeply Inferred Point Clouds for 3D Scene Reconstruction using Cross-Entropy ICP, IEEE Access, vol .10, pp. 77123-77136. (indexed in Web of Science, ISSN: 2169-3536). (Read)
T. Udomchaipitak, N. Boonnam, S. Puttinaovarat, P. Horkaew (2022) Forecast Coral Bleaching by Machine Learnings of Remotely Sensed Geospatial Data. International Journal of Design & Nature and Ecodynamics, vol. 17, no. 3, pp. 423-431. (indexed in Scopus, ISSN 1755-7437). (Read)
A. Siripongpan, K. Phattaramarut, N. Namvichaisirikul, S. Poochaya, P. Horkaew (2022) Prevalence of depression and stress among the first year students in Suranaree University of Technology, Thailand. Health Psychology Research, 10(3), 001c.35464 (indexed in Scopus, ISSN: 2420-8124). (Read)
S. Puttinaovarat, P. Horkaew (2022) A Geospatial Platform for Crowdsourcing Green Space Area Management Using GIS and Deep Learning Classification. ISPRS Int. J. Geo-Inf. 2022, 11: 208. (indexed in Web of Science, ISSN: 2220-9964). (Read)
S. Puttinaovarat, P. Horkaew (2021) A geospatial database management system for the collection of medicinal plants, Geospatial Health, vol. 16, no. 2: 998 (indexed in Web of Science, ISSN 1827-1987). (Read)
S. Puttinaovarat, A. Saeliw, S. Pruitikanee, J. Kongcharoen, S. Chai-Arayalert, K. Khaimook, P. Horkaew (2021) River classification and change detection from landsat images by using a river classification toolbox, IAES International Journal of Artificial Intelligence, vol. 10, no. 4: pp.948-959 (indexed in Scopus, ISSN 2089-4872). (Read)
W. Srisuruk, K. Sudtachat, P. Horkaew (2021) Biobjective Scheduling for Joint Parallel Machines with Sequence-Dependent Setup by Taking Pareto-Based Approach, Modelling and Simulation in Engineering, vol. 2021, Article ID 6663375, 19p. (indexed in Web of Science, ISSN 2089-4872) (Read)
S. Puttinaovarat, S. Pruitikanee, J. Kongcharoen, P. Horkaew (2021) Machine Learning Based Emergency Patient Classification System, Int. J. Online and Biomedical Engineering, vol. 17. no. 5: pp.133-146. (indexed in Web of Science, ISSN 2626-8493). (Read)
Le, D.C., Chansangrat, J., Keeratibharat, N., Horkaew, P. (2021) Symmetric Reconstruction of Functional Liver Segments and Cross-Individual Correspondence of Hepatectomy. Diagnostics, 11(5):852. (indexed in Web of Science, ISSN: 2075-4418). (Read)
P. Aimtongkham, P. Horkaew, C. So-In (2021), An Enhanced CoAP Scheme Using Fuzzy Logic With Adaptive Timeout for IoT Congestion Control, IEEE Access, vol. 9, no. 1, pp.58967-58981. (indexed in Web of Science, ISSN: 2169-3536). (Read)
Le, D.C., Chinnasarn, K., Chansangrat, J., Keeratibharat, N., Horkaew, P. (2021), Semi-automatic liver segmentation based on probabilistic models and anatomical constraints. Scientific Reports, vol. 11, no. 1, 6106 (indexed in Web of Science, ISSN 2045-2322). (Read)
D.C. Le, J. Chansangrat, N. Keeratibharat, P. Horkaew (2021), Functional Segmentation for Preoperative Liver Resection Based on Hepatic Vascular Networks, IEEE Access, vol. 9, no. 1, pp.15485-15498. (indexed in Web of Science, ISSN: 2169-3536). (Read)
P. Aimtongkham, P. Horkaew, C. So-In (2021) Multistage fuzzy logic congestion-aware routing using dual-stage notification and the relative barring distance in wireless sensor networks, Wireless Networks, vol. 27, no. 1, pp. 1287-1308. (indexed in Web of Science, ISSN: 1572-8196). (Read)
S. Puttinaovarat and P. Horkaew (2020), Internetworking flood disaster mitigation system based on remote sensing and mobile GIS , Geomatics, Natural Hazards and Risk, vol. 11, no. 1, pp. 1886-1911 (indexed in Web of Science, ISSN: 1947-5713). (Read)
J. Panyavaraporn, P. Limsupreeyarat, and P. Horkaew (2020), DWT/ MFCC Feature Extraction for Tile Tapping Sound Classification, International Journal of Integrated Engineering, vol. 12, no. 3, pp. 122-130 (indexed in Scopus, ISSN: 2229-838X). (Read)
P. Aimtongkham, S. Heng, P. Horkaew, T.G. Nguyen, and C. So-In (2020), Fuzzy Logic Rate Adjustment Controls using a Circuit Breaker for Persistent Congestion in Wireless Sensor Networks, Wireless Network, in press (indexed in Web of Science, ISSN: 1572-8196). (Read)
P. Horkaew, A. Kaminkure, N. Suesat, and S. Puttinaovarat (2020), Eyewitnesses’ Visual Recollection in Suspect Identification by using Facial Appearance Model, Baghdad Science Journal, vol. 17, no. 1, pp. 190-198 (indexed by Scopus, ISSN: 2411-7986). (Read)
S. Puttinaovarat and P. Horkaew (2020), Flood Forecasting System based on Integrated Big and Crowdsource Data by Using Machine Learning Techniques, IEEE Access, vol. 8, pp. 5885-5905, 2020. (indexed by Web of Science, ISSN: 2169-3536). (Read)
S. Puttinaovarat and P. Horkaew (2019), Application Programming Interface for Flood Forecasting from Geospatial Big Data and Crowdsourcing Data, International Journal of Interactive Mobile Technologies, vol. 13, no. 11, pp. 137-156 (indexed by Scopus, ISSN: 1865-7923). (Read)
S. Puttinaovarat and P. Horkaew (2019), Deep and Machine Learnings of Remotely Sensed Imagery and Its Multi-band Visual Features for Detecting Oil Palm Plantation, Earth Science Informatics, vol. 12, no. 3, pp. 1-18 (indexed by Web of Science, ISSN: 1865-0473, 1865-0481). (Read)
P. Horkaew and T. Kwanpak (2019), Structural Adaptive Anisotropic NAS-RIF for Biomedical Image Restoration, Journal of Applied Engineering Science, vol. 17, no. 3, pp. 284-294 (indexed by Scopus, ISSN: 1451-4117). (Read)
T. Kwanpak and P. Horkaew (2019), Structural Adaptive Anisotropic Recursive Filter for Blind Medical Image Deconvolution, Indonesian Journal of Electrical Engineering and Informatics (IJEEI), vol. 7, no. 2., pp. 157-164 (indexed by Scopus, ISSN 2089-3272). (Read)
J. Panyavaraporn and P. Horkaew (2019), Wavelet-based Digital Image Watermarking by using Lorenz Chaotic Signal Localization, Journal of Information Processing Systems (JIPS), KIPS, vol. 15, no. 1, pp. 169-180 (indexed by Scopus, ISSN 1976-913X, 2092-805X). (Read)
S. Puttinaovarat and P. Horkaew (2018), Multi-spectral and Topographic Fusion for Automated Road Extraction, Open Geosciences, vol. 10, no. 1., pp. 461-473 (indexed by Web of Science, ISSN 2391-5447). (Read)
J. Panyavaraporn and P. Horkaew (2018), Classification of Alzheimer’s Disease in PET Scans using MFCC and SVM, vol. 8, no. 5, pp. 1829-1835 (indexed by Scopus, ISSN: 2088-5334, 2460-6952). (Read)
S. Puttinaovarat and P. Horkaew (2018), Oil-Palm Plantation Identification from Satellite Images Using Google Earth Engine, International Journal on Advanced Science, Engineering and Information Technology, vol. 8, no. 3, pp. 720-726. DOI:10.18517/ijaseit.8.3.2415 (indexed in Scopus ISSN: 2088-5334). (Read)
N. Nokkaew, S. Shiratori, S. Gonlachanvit, S. Chaiseri, S. Sirisansaneeyakul, P. Horkaew, V. Kanungsukkasem, (2018) Evaluation of the First Radiolabeled 99mTc-Jerusalem Artichoke-Containing Snack Bar on Gastric Emptying and Satiety in Healthy Female Volunteers, J. Med. Assoc. Thai., 101(4), pp. S13-S21. (Indexed by Scopus ISSN: 0125-2208) (Read)
S. Suksuphew, P. Horkaew (2017), Hyperplanar Morphological Clustering of a Hippocampus by Using Volumetric Computerized Tomography in Early Alzheimer’s Disease, Brain Sciences. (11):155. (Indexed by SCIE Web of Science ISSN: 2076-3425). (Read)
Paramate Horkaew, Supattra Puttinaovarat (2017), Entropy-Based Fusion of Water Indices and DSM Derivatives for Automatic Water Surfaces Extraction and Flood Monitoring, ISPRS Int. J. Geo-Inf. 6(10), 301; doi:10.3390/ijgi6100301 (Indexed by SCIE Web of Science ISSN: 2220-9964). (Read)
A. Suttichaiya, Y. Sombatkiripaiboon, P. Imtongkhua, C. Poonriboon, C. So-In and P. Horkaew (2017), Video Steganography with LSB Color Detection, Journal of Telecommunication, Electronic and Computer Engineering, UTeM, 9 (2-2), pp. 23-28. Indexed by Scopus ISSN: 2180-1843. (Read)
Puttinaovarat, S. and Horkaew, P (2017), Urban Areas Extraction from Multi Sensor Data based on Machine Learning and Data Fusion, Pattern Recognition and Image Analysis, 2017: Pleiades Publishing, 27 (2), pp. 326-337. (Indexed by Scopus, ISSN: 1054-6618, 1555-6212). (Read)
Paramate Horkaew and Chanjira Sinthanayothin (2016), Curvilinear Hole Filling for 3D Digital Dental Models, International Journal of Medical Engineering and Informatics, Inderscience, 8(1), in press. (indexed by Scopus, ISSN 1755-0661, 1755-0653). (Read)
S. Puttinaovarat, P. Horkaew, K. Khaimook and W. Polnigongit (2015), Adaptive Hydrological Flow Field Modeling based on Water Body Extraction and Surface Information, Journal of Applied Remote Sensing, SPIE, pp. 15452R (indexed by ISI, JIF 1.183, ISSN 1931-3195) (Read)
S. Puttinaovarat, P. Horkaew, K. Khaimook and W. Polnigongit (2015), Water Body Classification based on Machine Learning of Water Index and Terrain Surface, Information (Japan), International Information Institute, in press. (indexed by Scopus, ISSN 1343-4500) (Read)
P. Horkaew, S. Puttinaovarat and K. Khaimook (2015), River Boundary Delineation from Remotely Sensed Imagery based on SVM and Relaxation Labeling of Water Index and DSM, Journal of Theoretical and Applied Information Technology, 71(3), pp. 376-386 (indexed by Scopus, ISSN 1817-3195) (Read)
Conference Proceedings
J. Panyavaraporn and P. Horkaew, Secure and Robust Image Watermarking using Discrete Wavelet and Arnold Transforms, in the Proceeding of 37th ITC-CSCC, 5 – 8 Jul 2022, IEEE, 2022, pp. 262-265.
J. Panyavaraporn and P. Horkaew, DWT/DCT-based Invisible Digital Watermarking Scheme for Video Stream, in the Proceeding of the 10th International Conference on Knowledge and Smart Technology (KST), 31 Jan – 3 Feb 2018, IEEE, 2018, pp. 154 – 157.
Arkane Khaminkure, Paramate Horkaew, Jantana Panyavaraporn, Building a Brain Atlas based on Gabor Texture Features, in Proceeding of 14th International Joint Conference on Computer Science and Software Engineering (JCSSE), 12-14 Jul7 2017, IEEE, 2017, pp. 1 – 5.
Paphakom Pitayachaval, Niramol Chaphol, Paramate Horkaew, Generate an Adaptive De-cubing Automatic Processing for Laminated Object Manufacturing (LOM) in Proceedings of 2017 4th International Conference on Industrial Engineering and Applications (ICIEA), 21-23 April 2017, IEEE, vol. 1, 2017, pp. 45 – 49.
S. Puttinaovarat, P. Horkaew, K. Khaimook and W. Polnigongit (2015), Robust Water Body Extraction from Landsat Imagery by using Gradual Assignment of Water Index and DSM, in Proc. IEEE International Conference on Signal and Image Processing Applications, pp. 122-126.
Srikudkao, B., Khundate, T., So-In, C. , Horkaew, P., Phaudphut, C and Rujirakul, K. (2015), Flood Warning and Management Schemes with Drone Emulator using Ultrasonic and Image Processing, Advances in Intelligent Systems and Computing, vol. 361, pp. 107-116.
Thummawut, B., Horkaew, P., Hirunyapruk, C., and Plangsangmas, V. (2014), The Progress of the Primary Calibration System by Sine Approximation Method in NIMT, 34rd IMEKO TC22 Conference on Vibration Measurement, pp. 12–15.
J. Panyavaraporn, P. Horkaew, W. Wongtrairat (2013), QR Code Watermarking Algorithm based on Wavelet Transform, 13th International Symposium on Communications and Information Technologies (ISCIT), IEEE, pp. 791-796.
Vitayakailert, V. and Horkaew, P. (2013), On Building PCA/ICA Deformable Facial Models, in Proc. 17th International Computer Science and Engineering Conference, pp. 239–244.
S. Puttinaovarat, S. Khechonrak, P. Horkaew and K. Khaimook (2013), "Assessing Deluge Predictability and Deterministic Attributes of Artificial Learning Systems," Proceedings 5th International Conference on Knowledge and Smart Technologies, pp. 70-74.
P. Horkaew (2010), Analysis of CMR Perfusion Imaging based on Statistical Appearance Model, Proceeding of Int. Conf. Knowledge and Smart Technology, pp 6-11.
Salwala, C. Kotrajaras, V. and Horkaew, P. (2010), Improving Performance for Emergent Environments Parameter Tuning and Simulation in Games using GPU, in 3rd IEEE International Conference on Computer Science and Information Technology, pp. 37–41.
V. Jakhetiya, P. Horkaew, et. al. (2010), Iterative Visualization of a Rotationally Scanned Ultrasound on a 2D Plane using 2D Autoregressive Modeling, International Conference on Knowledge and Smart Technology, pp 35-38.
Earlier Works
Rangsanseri, Y., Thitimajshima, P., Horkaew, P. , FPGA-based digital image processing system, International Symposium on IC Technology, Systems and Applications, 8, pp. 190-192.
Horkaew, P., Yang, G.Z., Optimal deformable surface models for 3D medical image analysis, Information Processing in Medical Imaging, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2732, 18, pp. 13-24.
Horkaew, P., Merrifield, R., Yang, G.Z., Building optimal statistical deformable surface models, Proceedings of the IEEE/EMBS Region 8 International Conference on Information Technology Applications in Biomedicine, ITAB, 2003-January, 1222514, pp. 215-218.
Lee, S.-L., Horkaew, P., Darzi, A., Yang, G.-Z., Optimal scan planning with statistical shape modelling of the levator ani, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2878, pp. 714-721.
Horkaew, P., Yang, G.Z., Optimized statistical deformable surface models with manifold embedding, International Congress Series, 1256(C), pp. 253-258.
Horkaew, P., Yang, G.-Z., Construction of 3D dynamic statistical deformable models for complex topological shapes, Lecture Notes in Computer Science, 3216(PART 1), pp. 217-224.
Lee, S.-L., Horkaew, P., Darzi, A., Yang, G.-Z., Statistical shape modelling of the levator ani with thickness variation, Lecture Notes in Computer Science, 3216(PART 1), pp. 258-265.
Keegan, J., Horkaew, P., Buchanan, T.J., (...), Yang, G.-Z., Firmin, D.N., Intra- and interstudy reproducibility of coronary artery diameter measurements in magnetic resonance coronary angiography, Journal of Magnetic Resonance Imaging, 20(1), pp. 160-166.
Lee, S.-L., Horkaew, P., Caspersz, W., Darzi, A., Yang, G.-Z., Assessment of shape variation of the levator ani with optimal scan planning and statistical shape modeling, Journal of Computer Assisted Tomography, 29(2), pp. 154-162.
Melina, G., Horkaew, P., Amrani, M., (...), Yacoub, M.H., Yang, G.-Z., Three-dimensional in vivo characterization of calcification in native valves and in Freestyle versus homograft aortic valves, Journal of Thoracic and Cardiovascular Surgery, 130(1), pp. 41-47.
Salwala, C., Kotrajaras, V., Horkaew, P., Improving performance for emergent environments parameter tuning and simulation in games using GPU, Proceedings-2010 3rd IEEE International Conference on Computer Science and Information Technology, ICCSIT 2010, 2,5564465, pp. 37-41.
Vitayakailert, V., Horkaew, P., On building PCA/ICA deformable facial models, 2013 International Computer Science and Engineering Conference, ICSEC 2013, 6694786, pp. 239-244.
Panyavaraporn, J., Horkaew, P., Wongtrairat, W., QR code watermarking algorithm based on wavelet transform, 13th International Symposium on Communications and Information Technologies: Communication and Information Technology for New Life Style Beyond the Cloud, ISCIT 2013, 6645969, pp. 791-796.
Thummawut, B., Horkaew, P., Hirunyapruk, C., Plangsangmas, V., The progress of the primary calibration system by Sine Approximation Method in NIMT, 3rd IMEKO TC22 Conference on Vibration Measurement 2014, Held Together with TC3 and TC5, pp. 12-15.
