Hae Yong Kim (english)

Hae Yong Kim
Associate Professor (level 3).

University of São Paulo
Polytechnic School
Dept. of Electronic Systems Eng.
Signal Processing Laboratory

Esta página em português

Curriculum:

My curriculum vitae in CNPq-Lattes format (ID: 7240386704593891)
My publications in Web of Science (ResearcherID: D-1370-2012)
My publications in GoogleScholar (ID: GVgDBasAAAAJ)
My publications in Scopus (Scopus author ID: 7410131237)
Orcid (ID: 0000-0002-0958-5960)
Datausp (USP number: 2700915)

Lecture notes and software:

Undergraduate courses:

Graduate courses:

PSI-5790: Deep Learning for Computer Vision - 1st quarter 2025

Areas of interest:

Image processing, machine learning and computer security.

Old interests:

Machine learning applied to image processing;
Fuzzy filters;
Watermarking (for image authentication, documents and video authentication);
Scale space;
Image analysis (template matching for images 2D, 3D and videos);
Video analysis (analysis of traffic of cars through video, TV commercial and audience auditing);
Functional magnetic resonance image processing.
Tomography;

Address:

Dr. Hae Yong Kim
USP, Dept. Eng. Sist. Eletrônicos
Av. Prof. Luciano Gualberto, tr. 3, 158
CEP 05508-900, São Paulo, SP, Brazil

Room: D2-10
Emails: hae.kim@usp.br

Academic formation:

"Livre-docente" with the Dept. Eng. Sistemas Eletrônicos, Escola Politécnica, USP (2004).
Doctor of Electrical Engineering (specialization in Electronic Systems), Escola Politécnica, USP (1997).
Master of Applied Mathematics (specialization in Computer Science), Institute of Mathematics and Statistics, USP (1992).
Bachelor of Computer Science, Institute of Mathematics and Statistics, USP (1988).

Teaching career:

Oct 12, 2012-present: Associate professor, level 3, with the Dept. Eng. Sistemas Eletrônicos, Escola Politécnica, USP.
2004-2012: Associate professor with the Departamento de Engenharia de Sistemas Eletrônicos, USP.
1998-2004: Assistant professor with the Departamento de Engenharia de Sistemas Eletrônicos, USP.
1989-1997: Instructor with the Departamento de Ciência da Computação, Instituto de Matemática e Estatística, USP.

Distinctions:

The work [Ic12] received an honorable mention at the 31st SIICUSP (International Symposium on Scientific and Technological Initiation at the University of São Paulo), 2023.
CNPq awarded the scholarship "productivity in research" level 2, 01/03/2019 - 28/02/2022.
The work [JPR2019] received a certificate of merit at the 49ª Jornada Paulista de Radiologia, São Paulo, 2019.
The paper [SbrT2011c] was chosen as one of the three best papers of the Brazilian Symposium on Telecommunications 2011.
The paper [WVC2011] was chosen as one of the best paper of the Workshop of Computer Vision 2011.
CNPq has renewed the “researching productivity award” level 2 (grant 302917/2012-8, Mar. 2013 - Feb. 2016); title of the project: Affine-Invariant Template Matching.
[Petrobrás2013] The work Marcio Issamu Haraguchi, Hae Yong Kim, and Wilson Aparecido Parejo Calvo "Imageamento de equipamentos industriais pela técnica de perfilagem por raios gama" received the award Prêmio Petrobras de Tecologia 6ª edição in the category "Refining and Petrochemicals Technology - Master's degree", 2013. [patent_summary]
CNPq has renewed the “researching productivity award” level 2 (grant 304122/2009-2, Mar. 2010 - Feb. 2013); title of the project: Image and Video Analysis with FPGA Acceleration.
Paper [SPLC2009] was selected as one of the two best papers of 2009 5th Southern Programmable Logic Conference.
Paper [LNCS2007] was awarded “Best Paper in Image Analysis” at Pacific-Rim Symposium on Image and Video Technology (PSIVT), 2007.
CNPq has renewed the “researching productivity award” level 2 (grant 307193/2006-3, Mar. 2007 - Feb. 2010).
Paper [SBSeg2006] was awarded at Simpósio Brasileiro em Segurança da Informação e de Sistemas Computacionais (SBSeg), 2006, category "complete papers".
[ISI2005] Paper [LNCS2002] (updated version) has been identified as “Hot Paper” of March/2005 by Thomson ISI Essential Science Indicators, by virtue of being one of 0.1% most cited papers in the Computer Science.
Paper [ICIP2005c] was rated among “top 10% of the accepted papers” by IEEE Int. Conf. Image Processing, 2005.
CNPq has renewed the “researching productivity award” level 2 (grant 305065/2003-3, Mar. 2004 - Feb. 2007).
Paper [CACIC2004] was awarded at Congreso Argentino de Ciencias de Computación, 2004
CNPq has granted me a “researching productivity award” level 2C (grant 300689/1998-5, Feb. 2002 - Jan. 2004).
I graduated the Computer Science course with the best average mark.
In the university ingressing examination, I received the third best rating among approximately 11000 exact sciences candidates.

Projects:

[Pj08] "Diagnóstico de câncer de mama e previsão de risco em mamografias de múltiplas incidências: aproveitando dados e experiência do Reino Unido e do Brasil". Projeto de cooperação entre o UKRI (UK Research and Innovation) e a FAPESP (Fundação de Amparo à Pesquisa do Estado de São Paulo). Coordenadores: H.Y. Kim e prof. G. Montana. Fevereiro de 2025 a janeiro de 2028.
[Pj07] "Artificial Intelligence to Improve Mammographic Analysis of Pre-Menopause Women," research project in cooperation between FM-USP and Poli-USP. Coordinators: Profa. Dra. Maria Aparecida Azevedo Koike Folgueira and H. Y. Kim. 2020-2023.
[Pj06] "Horizontal Signage of Highways: Predictability of Initial Retroreflectiveness and Predictability of Durability as a Function of Traffic and Climate", Contractor: Autopista Fernão Dias, with Technological Development Resources (RDT) from ANTT (National Land Transport Agency). Coordinator: Liedi L B Bernucci (2021).
[Pj05] "Analysis of Optimization and Parallelization Techniques Using LLVM for Computer Vision Software Running on Multi-Core Computing Platform", research project with LG Electronics do Brasil Ltda. Coordinators: E. S. Gomi, H. Y. Kim, R. L. A. Rocha, S. Dangui, 2015-2016.
[Pj04] MAV (Authentication watermarking for surveillance video systems). Subproject of PIPE-FAPESP project of Flexmedia. Process number 2006/51822-7. fevereiro/2008- julho/2009. Amount: R$ 58.320,00.
[Pj03] The researching project DMA (Anisotropid Diffusion, Mathematical Morphology and Operators Design by Learning) is financially supported by CNPq (475155/2004-1). Duration: September 9, 2005 - September 8, 2007. Amount: R$ 44.300,00.
[Pj02] The researching project POAMAE (Operator Design by Learning and Authentication Watermarking in Scale Space) is financially supported by FAPESP (grant 2003/13752-9). This project has begun in April 2004 and finished in March 2006. Amount: R$ 19.125,00.
[Pj01] The researching project PEAS (Operator Design in Scale Space by Machine Learning and Fuzzy System) was financially supported by FAPESP (grant 2001/02400-9). This project has begun in July 2001 and finished in June 2003. Amount: R$ 19.700,00.

Advisees:

Former graduate students

Guilherme Apolinario Silva Novaes PhD 2024) Super Resolução de Imagens Meio-Tom
Jhonata Emerick Ramos (PhD, 2022)
Joel Marcos da Silva Junior (MsC, 2019)
Gerson de Souza Faria 2013-2017 Novos Ataques de Canal Secundário a Dispositivos de Entrada Manual de Dados Confidenciais (CAPES scholarship).
Guillermo Ángel Pérez López. 24/08/2011-23/11/2015 Casamento de modelos baseado em projeções radiais e circulares invariante a pontos de vista (CAPES scholarship)
Mauricio Andrés B. Acuña 14/02/2011 10/06/2013 (CAPES scholarship)
Gerson de Souza Faria 30/08/2010 28/11/2012 (CAPES scholarship)
Luciana Guidon Coelho 02/03/2009 02/03/2012 (CAPES scholarship)
Guillermo Ángel Pérez López. Aforapro: Reconhecimento de Objetos Invariante sob Transformações Afins. 2011. M.Sc. CNPq financial grant.
Kleber Iguchi. Desenvolvimento de um Algoritmo Híbrido de Fotometria Estelar a Partir de Imagens do Espaço. 2010. M.Sc. FAPESP financial grant.
Sidnei Alves de Araújo: Ph.D.
Marco Antonio A. de Melo: Ph.D.
Henrique P. A. Nobre: M.Sc.
Alex Reis dos Santos: M.Sc.
Carlos Ramon Pantaleón Dionisio: post-PhD (with CNPq financial grant).
Sergio Vicente Denser Pamboukian: Ph.D.
Javier Oscar Giacomantone: M.Sc (with FAPESP financial grant).
Carlos Ramon Pantaleón Dionisio: Ph.D. (with CAPES financial grant).
Amir Afif: M.Sc.
Marco Antonio A. de Melo: M.Sc.
Paulo S. L. M. Barreto: Ph.D.
Harold Ivan Angulo Bustos: Ph.D. (with FAPESP financial grant).

Former undergraduate students

Sergio Ariel Gonzales Fuentes, 2022-2023, "Improved Cancer Detection in Two-View Mammograms Using End-to-End Trained EfficientNet-Based Convolutional Network" (honorable mention in Siicusp).
Gabriel Miranda de Araújo, 2019-2020, (with CNPq financial grant), Breast Cancer Detection by Deep Learning.
Marcos Cesar Voltolini, 2010-2012 (with CNPq financial grant).
Rodrigo Ito, 2008-2009 (with CNPq financial grant).
Vitor Rippel D'Agnoluzzo (with CNPq financial grant).
Marcelo Shiba, 2004-2005 (FAPESP grant).
Daniel Leister, 2004-2005 (CNPq financial grant).
Fabio Ruggero de Oliveira Meneghel, 3-D Imaging by Stereoscopy, 2002-2003 (CNPq financial grant).
Alexandre Cerqueira Silva, Character Font Recognition, 1999-2000 (CNPq financial grant).
Douglas S. Yamaguti, Nonlinear Filter Design for Image Processing, 1997-1999 (CNPq financial grant). This work was awarded in SICUSP-1999 (Simpósio de Iniciação Científica da Universidade de São Paulo.

Publications

International journals:

[ACCESS2024b] V.Y. Okubo, K. Shimizu, B.S. Shivaram, H.Y. Kim, "Characterization of Magnetic Labyrinthine
Structures through Junctions and Terminals Detection Using Template Matching and CNN", IEEE Access, vol. 12, pp. 92419-92430, 2024. https://doi.org/10.1109/ACCESS.2024.3422259
[ACCESS2022b] J. E. Ramos, H. Y. Kim and F. B. Tancredi, "Using Convolutional Neural Network to Automate ACR MRI Low-Contrast Detectability Test," IEEE Access, vol. 10, pp. 112529-112538, 2022, https://doi.org/10.1109/ACCESS.2022.3216838
[ACCESS2022a] D. G. P. Petrini, C. Shimizu, R. A. Roela, G. V. Valente, M. A. A. K. Folgueira and H. Y. Kim, "Breast Cancer Diagnosis in Two-View Mammography Using End-to-End Trained EfficientNet-Based Convolutional Network," IEEE Access, vol. 10, pp. 77723-77731, 2022, https://doi.org/10.1109/ACCESS.2022.3193250
[MEAS2021] Marcio I. Haraguchi, Hae Yong Kim, "Industrial Tomographic Gamma Scan for Demister Evaluation", Measurement. Volume 179, July 2021, Article 109437 https://doi.org/10.1016/j.measurement.2021.109437
[IJIS2019] Gerson de Souza Faria and Hae Yong Kim, “Differential audio analysis: a new side-channel attack on PIN pads,” Int. J. Information Security, vol. 18, no. 1, pp. 73-84, Feb. 2019. https://doi.org/10.1007/s10207-018-0403-7
[FMI2018] Marcio Issamu Haraguchi, Wilson Aparecido Parejo Calvo, and Hae Yong Kim, “Tomographic 2-D gamma scanning for industrial process troubleshooting,” Flow Measurement and Instrumentation, vol. 62, pp. 235-245, 2018. doi.org/10.1016/j.flowmeasinst.2017.09.004.
[CS2016] Gerson de Souza Faria and Hae Yong Kim, “Identiﬁcation of Pressed Keys by Time Difference of Arrivals of Mechanical Vibration,” Computers & Security, vol. 57, March 2016, pp 93–105.

[From Elsevier/Science Direct]

[IJSGCE2015] Alex Lopes de Oliveira, Luiz Carlos Magrini, Hae Yong Kim, Edvaldo Fábio Carneiro, Júlio César Pinfari, "Image processing as an integration tool between a dam safety system and smart grids," International Journal of Smart Grid and Clean Energy, vol. 4, no. 3, July 2015: pp. 209-215.

http://www.ijsgce.com/index.php?m=content&c=index&a=show&catid=51&id=238

[MCP2015] Danilo Roque Huanca; Hae Yong Kim; Walter Jaimes Salcedo, “Silicon microtubes made by immersing macroporous silicon into ammonium fluoride solution,” Materials Chemistry and Physics, vol. 160, pp. 12–19, June 2015.
[EAAI2015] Sidnei Alves de Araújo, Jorge Henrique Pessota and Hae Yong Kim, “Beans Quality Inspection Using Correlation-Based Granulometry,” Engineering Applications of Artificial Intelligence, vol. 40, pp. 84-94, April 2015.

Demonstration programs

[TOIFS2013] Gerson de Souza Faria and Hae Yong Kim, “Identiﬁcation of Pressed Keys from Mechanical Vibrations,” IEEE Transactions on Information Forensics and Security, vol. 8, no. 7, pp. 1221-1229, 2013.

[From IEEE]

[JPM2013] H. Y. Kim, R. H. Maruta, D. R. Huanca and W. J. Salcedo, “Correlation-Based Multi-Shape Granulometry with Application in Porous Silicon Nanomaterial Characterization,” Journal of Porous Materials, April 2013, Vol. 20, No. 2, pp 375-385.

[From Springer]

[JPSA2012] Marcio Issamu Haraguchi, Hae Yong Kim, Francisco Edmundo Sprenger and Wilson Aparecido Parejo Calvo, “Industrial Equipment Troubleshooting with Imaging Technique Improved Gamma-ray Absorption Scans,” Journal of Physical Science and Application, vol. 2, no. 9, pp. 359-371 , 2012.
[ECST2011] H. R. Bustamante; Daniel Scodeler Raimundo; A. A. H. Champi; H. Y. Kim; W. J. Salcedo, "Fabrication of Porous Anodic Alumina by Single-Step Anodization: Influence of the Molar Concentration and effect of the Chemical Etching," ECS transactions, v. 39, p. 401-408, 2011.
[ICAE2011] S. A. Araújo and H. Y. Kim, “Ciratefi: An RST-Invariant Template Matching with Extension to Color Images,” Integrated Computer-Aided Engineering, vol. 18, no. 1, pp. 75-90, 2011.
[ECST2010b] D. R. Huanca, H. Y. Kim, V. F. Elias, W. J. Salcedo, “Nickel Salt Effect on Macroporous Silicon Immersed in Fluoride Solution: From Silicon Microtubes to Nickel Microtubes,” ECS transactions, vol. 31, no. 1, pp. 295-303, Sept. 2010.
[PR2010] H. Y. Kim, “Rotation-Discriminating Template Matching Based on Fourier Coefficients of Radial Projections with Robustness to Scaling and Partial Occlusion,” Pattern Recognition, vol. 43, no. 3, pp. 859-872, March 2010.

[ECST2010a] Ricardo Hitoshi Maruta, Hae Yong Kim, Danilo Roque Huanca and Walter Jaimes Salcedo, “A New Correlation-Based Granulometry Algorithm with Application in Characterizing Porous Silicon Nanomaterials,” ECS Transactions, vol. 31, pp. 273-280, 2010.
[JCIS2008b] Hae Yong Kim and Joceli Mayer, “Data Hiding for Printed Binary Documents Robust to Print-Scan, Photocopy and Geometric Attacks,” Journal of Communication and Information Systems, pp. 38-46, vol. 23, no. 1, 2008.
[JCIS2008a] Sergio Vicente Denser Pamboukian and Hae Yong Kim, “Reversible Data Hiding and Reversible Authentication Watermarking for Binary Images,” Journal of Communication and Information Systems, pp. 32-37, vol. 23, no. 1, 2008.
[CVIU2005] H. Y. Kim, J. O. Giacomantone, and Z. H. Cho, “Robust Anisotropic Diffusion to Produce Enhanced Statistical Parametric Map from Noisy fMRI,” Computer Vision and Image Understanding, vol. 99, pp. 435-452, 2005.
[IJIST2004] H. Y. Kim, and A. Afif, “Secure Authentication Watermarking for Halftone and Binary Images,” Int. J. Imaging Systems and Technology, vol. 14, no. 4, pp. 147-152, 2004.
[TOIP2004] H. Y. Kim, “Binary Halftone Image Resolution Increasing by Decision-Tree Learning,” IEEE Trans. on Image Processing, vol. 13, no. 8, pp. 1136-1146, Aug. 2004.
[VISP2002] P. S. L. M. Barreto, H. Y. Kim and V. Rijmen, “Toward a Secure Public-Key Blockwise Fragile Authentication Watermarking,” IEE Proc. Vision, Image and Signal Processing, vol 149, no. 2, pp. 57-62, 2002.
[IJIST2000] H. Y. Kim, “Binary Operator Design by k-Nearest Neighbor Learning with Application to Image Resolution Increasing,” Int. J. Imaging Systems and Technology, vol. 11, no. 5, pp. 331-339, 2000.
[EL1997b] H. Y. Kim, F. A. M. Cipparrone and M. T. C. Andrade, “ Technique for constructing grey-scale morphological operators using fuzzy expert system,” Electronics Letters, vol. 33, no. 22, pp. 1859-1861, 1997.
[EL1997a] H. Y. Kim, “Quick Construction of Efficient Morphological Operators by Computational Learning,” Electronics Letters, vol. 33, no. 4, pp. 286-287, 13th Feb. 1997.

Pre-prints:

[ArXiv2024] Vinícius Yu Okubo, Kotaro Shimizu, B. S. Shivaram, Hae Yong Kim, "Characterization of Magnetic Labyrinthine Structures through Junctions and Terminals Detection using Template Matching and CNN," arXiv:2401.16688.

International book chapters:

[CRC2015] H. Y. Kim, "Rotation and Scale Invariant Template Matchings," in R. F. Coelho, V. H. Nascimento, R. L. Queiroz, J. M. T. Romano, C. C. Cavalcante (eds.), Signals and Images: Advances and Results in Speech, Estimation, Compression, Recognition, Filtering, and Processing, CRC Press, pp. 269-302, 2015.
[IGI2008] H. Y. Kim, S. V. D. Pamboukian, P. S. L. M. Barreto, “Authentication Watermarkings for Binary Images,” in Chang-Tsun Li (ed.), Multimedia Forensics and Security, IGI Global, pp. 1-23, 2008.

International conferences:

[CSCI2022] Guilherme Apolinário Silva Novaes, Hae Yong Kim, "Spatial Resolution Enhancement for Halftone Images using Convolutional Neural Networks", Proc. 2022 Int. Conf. Computational Science and Computational Intelligence, pp. 1383-1388, Las Vegas, USA, Dec. 14-16, 2022.
[CISP_BMEI2018] Jhonata E. Ramos, Hae Yong Kim, F. B. Tancredi, "Automation of the ACR MRI Low-Contrast Resolution Test Using Machine Learning", 11th Int. Congress Image and Signal Proc., BioMedical Eng. and Informatics, Beijing, China, Oct. 2018.
[D&A2018] M. I. Haraguchi, H. Y. Kim, W. A. P. Calvo, Results of Process Equipment Imaging by Tomographic Gamma Scan, Distillation & Absorption, 2018, Florence, 2018.
[ISCE2016] Gerson de Souza Faria, Hae Yong Kim, The Hula Hoop Scanner, Proc. IEEE Int. Symp. Consumer Electronics, pp. 35-36, 2016.
[WCIPT2016b] Hae Yong Kim, M. I. Haraguchi, W.A.P. Calvo, Comparison of Industrial Tomography Algorithms for Gamma Scanning 2-D Reconstruction, Proc. 8th World Congress on Industrial Process Tomography, September 26-29, Foz de Iguaçu, Brazil, 2016.
[WCIPT2016a] M. I. Haraguchi, Hae Yong Kim, W.A.P. Calvo, Distillation Column Troubleshooting with Improved Gamma Scan Technique, Proc. 8th World Congress on Industrial Process Tomography, September 26-29, Foz de Iguaçu, Brazil, 2016.
[SMC2015] Gerson de Souza Faria and Hae Yong Kim, “Identiification of Pressed Keys by Acoustic Transfer Function,” in Proc. IEEE Intl. Conf. on Systems, Man, and Cybernetics (SMC2015), pp. 240-245, Hong Kong, 2015. 10.1109/SMC.2015.54

Presentation material here.

[ITS2014] G. A. Perez Lopez, H. Y. Kim, “Comparison of viewpoint-invariant template matchings ,” Proc. International Telecommunications Symposium, pp. 1-5, São Paulo, 2014.
[GEOBIA2012] M. A. Barrera, M. T. C. Andrade, H. Y. Kim, “Texture-Based Fuzzy System for Rotation-Invariant Classification of Aerial Orthoimage Regions,” Proc. 4th GEOBIA (Geographic Object-Based Image Analysis), pp. 58-63, Rio de Janeiro, May 7-9, 2012.
[ICSSIP2010] S. A. Araújo and H. Y. Kim, “Color-Ciratefi: A color-based RST-invariant template matching algorithm,” 17th Int. Conf. Systems, Signals and Image Processing, Rio de Janeiro, 2010.
[SPLC2009] H. P. A. Nobre and Hae Yong Kim, “Automatic VHDL Generation for Solving Rotation and Scale-Invariant Template Matching in FPGA,” V Southern Programmable Logic Conference, São Carlos, pp.21-26, 2009.
[EMBC2008] M. A. A. Melo, H. Y. Kim, D. E. C. Nicolosi, “Anisotropic Median-Diffusion for Filtering Noisy Electrocardiogram Signals,” Annual Int. Conf. of the IEEE Engineering in Medicine and Biology Society (EMBC'08), 2008.
[LNCS2007] H. Y. Kim and S. A. Araújo, “Grayscale Template-Matching Invariant to Rotation, Scale, Translation, Brightness and Contrast,” IEEE Pacific-Rim Symposium on Image and Video Technology, Lecture Notes in Computer Science, vol. 4872, pp. 100-113, 2007.

[From Springer]

[ICME2006] C. R. P. Dionisio and H. Y. Kim, “New Area Matrix-Based Affine-Invariant Shape Features and Similarity Metrics,” in Proc. IEEE Int. Conf. on Multimedia and Expo, pp. 1725-1728, 2006.
[LNCS2005] S. V. D. Pamboukian and H. Y. Kim, “New Public-Key Authentication Watermarking for JBIG2 Resistant to Parity Attacks,” Int. Workshop on Digital Watermarking 2005, (Siena), Lecture Notes in Computer Science 3710, pp. 286-298, 2005.
[ICIP2005c] H. Y. Kim and J. O. Giacomantone, “A New Technique to Obtain Clear Satistical Parametric Map by Applying Anisotropic Diffusion to fMRI,” in Proc. IEEE Int. Conf. on Image Processing, vol. 2, pp. 724-727, 2005.
[ICIP2005b] S. V. D. Pamboukian, H. Y. Kim, and R. L. Queiroz, “Watermarking JBIG2 Text Region for Image Authentication,” in Proc. IEEE Int. Conf. on Image Processing, vol. 2, pp. 1078-1081, 2005.
[ICIP2005a] H. Y. Kim, “A New Public-Key Authentication Watermarking for Binary Document Images Resistant to Parity Attacks,” in Proc. IEEE Int. Conf. on Image Processing, vol. 2, pp. 1074-1077, 2005.
[LNCS2004] H. Y. Kim and R. L. de Queiroz, “Alteration-Locating Authentication Watermarking for Binary Images,” Int. Workshop on Digital Watermarking 2004, (Seoul), Lecture Notes in Computer Science 3304, pp. 125-136, 2004.
[ICIP2004b] H. Y. Kim and R. L. Queiroz, “A Public-Key Authentication Watermarking for Binary Images,” in Proc. IEEE Int. Conf. on Image Processing, (Singapore), pp. 3459-3462, 2004.
[ICIP2004a] C. R. P. Dionisio and H. Y. Kim, “New Features for Affine-Invariant Shape Classification,” in Proc. IEEE Int. Conf. on Image Processing, (Singapore), pp. 2135-2138, 2004.
[ICIP2003] H. Y. Kim and R. L. Queiroz, “Inverse Halftoning by Decision Tree Learning,” in Proc. IEEE Int. Conf. on Image Processing, (Barcelona, Spain), vol. 2, pp. 913-916, 2003.
[ITS2002] C. R. P. Dionisio, H. Y. Kim, “A Supervised Shape Classification Technique Invariant Under Rotation and Scaling,” in Proc. Int. Telecommunications Symposium, (Natal, Brasil), pp. 533-537, 2002.
[ITS2002] H. I. A. Bustos, H. Y. Kim, “Color Image Edge Detection by Robust Anisotropic Diffusion,” in Proc. Int. Telecommunications Symposium, (Natal, Brasil), pp. 516-521, 2002.
[LNCS2002] P. S. L. M. Barreto, H. Y. Kim, B. Lynnm M. Scott, “Efficient Algorithms for Pairing-Based Cryptosystems,” Advances in Cryptology - CRYPTO'2002, Lecture Notes in Computer Science 2442, pp. 354-368, Springer-Verlag, 2002 (Updated version: Cryptology ePrint Archive Report 2002/008, http://eprint.iacr.org/2002/008/).
[ICIP2002] H. I. A. Bustos, H. Y. Kim, R. T. Lopes, “Image Reconstruction Using Divergent Beams Distributed over Limited Angle,” in Proc. IEEE Int. Conf. on Image Processing, (Rochester, USA), vol. 2, pp. 445-448, 2002.
[SITB2002] J. Nakahara Jr., P. S. L. M. Barreto, B. Preneel, J. Vanderwalle, H. Y. Kim, “Square Attacks on Reduced-Round PES and IDEA Block Ciphers,” in Proc. 23rd IEEE Symp. Inf. Theory in the BENELUX, (Louvain-la-Neuve), pp. 187-195, 2002.
[ICIP2001b] H. Y. Kim, “Fast and Accurate Binary Halftone Image Resolution Increasing by Decision-Tree Learning,” in Proc. IEEE Int. Conf. on Image Proc. (Thessaloniki, Greece), vol. 2, pp. 1093-1096, 2001.
[ICIP2001a] P. S. L. M. Barreto, H. Y. Kim and V. Rijmen, “Toward a Secure Public-Key Blockwise Fragile Authentication Watermarking,” in Proc. IEEE Int. Conf. on Image Proc. (Thessaloniki, Greece), vol. 2, pp. 494-497, 2001.
[LNCS2001] P. S. L. M. Barreto, V. Rijmen, J. Nakahara Jr., B. Preneel, J. Vandewalle, H. Y. Kim, “Improved Square Attacks Against Reduced-Round Hierocrypt,” Fast Software Encryption Workshop (Yokohama, Japan), Lecture Notes in Computer Science, vol. 2355, pp. 165-173, 2001.
[ICIP2000] H. Y. Kim and Paulo S. L. M. Barreto, “Fast Binary Image Resolution Increasing by k-Nearest Neighbor Learning,” in Proc. IEEE Int. Conf. on Image Proc. (Vancouver, Canada), vol. 2, TA9.06, pp. 327-330, 2000.
[ICIP1998] H. Y. Kim and F. A. M. Cipparrone, “Automatic Design of Nonlinear Filters by Nearest Neighbor Learning,” in Proc. IEEE Int. Conf. on Image Proc. (Chicago, USA), vol. 2, TP7.05, pp. 737-741, 1998.

Brazilian journals:

[PAPEL2012] Mendes, A. H., Kim, H. Y., Ferreira, P. J., & Park, S. W. (2012). The importance of the measurement of paper differential CD shrinkage. O Papel: Revista da Associação Brasileira de Tecnologia em Celulose e Papel, 73(2), 45-49.
[RMEC2011] S. V. D. Pamboukian, H. Y. Kim, “Esteganografia Reversível e Marcas d'Água de Autenticação Reversíveis para Imagens Binárias,” Revista Mackenzie de Engenharia e Computação, vol. 11, no. 1, pp. 102-116, 2011.
[RECSD2005] P. S. L. M. Barreto and H. Y. Kim, “Fast Hashing onto Pairing-Friendly Elliptic Curves over Ternary Fields,” Revista de Engenharia de Computação e Sistemas Digitais, Escola Politécnica, USP, no. 2, pp. 19-28, Nov. 2005. (The original PDF file can be downloaded here)
[RITA2003] H. Y. Kim, “Marcas d’Água Frágeis de Autenticação para Imagens em Tonalidade Contínua e Esteganografia para Imagens Binárias e Meiotom,” Revista de Informática Teórica e Aplicada, Instituto de Informática da UFRGS, vol. 10, no. 1, pp. 97-125, 2003. (Presentation material of Sibgrapi-2003 tutorial course is available here.)

Brazilian and Latin-American conferences:

[Anpet2022] Laura Nascimento Mazzoni, Cezar Gabriel A. M. Lima, Ana Carolina F. de Souza, Kamilla Vasconcelos, Liedi Bernucci, Hae Yong Kim, e Edson de Moura, "Quantificação de Microesferas de Vidro por Análise de Imagens e sua Influência na Retrorrefletividade de Sinalizações Horizontais," 36º Congresso de Pesquisa e Ensino em Transportes, 2022, Fortaleza.
[SBrT2019] Joel M. Silva Junior, Laura Nascimento Mazzoni, Liedi Legi Bariani Bernucci, Hae Yong Kim, "Quantificação de Microesferas de Vidro para Sinalização Horizontal pela Granulometria por Correlação com Pré-Processamento por Rede Convolucional", Proc. XXXVII Simpósio Brasileiro de Telecomunicações e Processamento de Sinais, Petrópolis, 2019.
[WPGEC2017] Jhonata E. Ramos, F. B. Tancredi, Hae Yong Kim, "Aprendizagem de máquina no controle de qualidade de RM", Workshop de Pós Graduação Engenharia de Computação, Escola Politécnica, USP, 2017.
[CBA2016] Joel M. S. Junior, Simone C. Balian, Hae Yong Kim, "MSGRANUL: Granulometria Baseada em Correlação e MSER Aplicada à Contagem de Colônias De Bactérias," Proc. XXI Congresso Brasileiro de Automática (CBA2016), Vitória, 2016.
[T&D-LA2014] Oliveira, Alex Lopes de; Magrini, L C ; Kim, Hae Y, ; Kviatkowski, M. A. . Supervision of Circuit-Switchers State via Image Processing. In: 2014 IEEE PES Transmission & Distribution Conference and Exposition (T&D-LA 2014), 2014, Medellin.
[SBAI2013] Marcos Cesar Voltolini, Hae Yong Kim, "SIMPLES: Um Descritor de CaracterÍSticas Locais Rápido e Simples," XI SBAI - Simpósio Brasileiro de Automação Inteligente, Fortaleza, 2013.
[ISGT-LA2013] de Oliveira, A.L.; Magrini, L.C.; Cunha, C.; Kim, H.Y.; Kviatkowski, M.A., "Comparative study of the status indicators in transmission line circuit-switchers," Innovative Smart Grid Technologies Latin America (ISGT LA), 2013 IEEE PES Conference On , vol., no., pp.1,7, 15-17 April 2013 doi: 10.1109/ISGT-LA.2013.6554396
[PES-T&D2012] Oliveira, Alex Lopes de; Kim, Hae Y; Magrini, Luiz Carlos; Jardini, José Antonio; Kviatkowsk, Márcio A. Automação da supervisão de chaves seccionadoras. In: IEEE PES Transmission & Distribution Latin America 2012, 2012, Montevideo. IEEE PES T&D LA 2012, 2012.
[SBrT2012] Gerson de Souza Faria e Hae Yong Kim, “Identificação das teclas digitadas a partir da vibração mecânica,” XXX Simp. Bras. Telecomunicações - SBrT'12, Brasília, 2012.
[SBrT2011c] Guillermo Ángel Pérez López, Hae Yong Kim, “Novo Algoritmo para Reconhecimento de Objetos Invariante Afim,” XXIX Simp. Bras. Telecomunicações - SBrT'11, Curitiba, 2011.
[SBrT2011b] Luciana Guidon Coelho, Fábio de Oliveira Fialho, Hae Yong Kim, “Um algoritmo alternativo para a alocação de janelas de fundo de céu aplicado à missão CoRoT,” XXIX Simp. Bras. Telecomunicações - SBrT'11, Curitiba, 2011.
[SBrT2011a] Kleber Iguchi, Leonardo Pinheiro da Silva, Fabio de Oliveira Fialho, Hae Yong Kim, “Development of a hybrid algorithm for time resolved stellar photometry from space images,” XXIX Simp. Bras. Telecomunicações - SBrT'11, Curitiba, 2011.
[ACOTEPAC2011] A.H.T. Mendes, S.W. Park, H.Y. Kim, “Medição do encolhimento transversal (CD) diferencial para avaliação de qualidade do papel,” ACOTEPAC 2011: XX Congresso Internacional, Cali, Colômbia.
[CIADICYP2010] A.H.T. Mendes, H.Y. Kim, S.W. Park, “Aplicação de análise de imagem para avaliação da estabilidade dimensional de papel reprográfico produzido com fibras curtas,” CIADICYP 2010: XXI Encontro Nacional Tecnicelpa / VI Ciadicyp, Lisboa, Portugal.
[ABTCP-PI2010] A.H.T. Mendes, S.W. Park, H.Y. Kim, “A importância da medição do encolhimento transversal (CD) diferencial do papel,” ABTCP-PI 2010 - 43° Congresso e Exposição Internacional de Celulose e Papel, São Paulo, 2010.
[WVC2010] Hae Yong Kim, Guillermo Ángel Pérez López, "Reconhecimento de Padrões Invariante Afim Baseado nos Coeficientes de Fourier de Projeções Radiais," VI Workshop de Visão Computacional, 2010.
[CNENDE2010] Marcio Issamu Haraguchi, Hae Yong Kim, Ronaldo de Oliveira Machado, "Tomografia Industrial Computadorizada," XXVIII Congresso Nacional de Ensaios Não Destrutivos e Inspeção, Santos, 2010.
[I2TS2009] R.H. Ito, H.Y. Kim, W. J. Salcedo, “Classificação de Texturas Invariante a Rotação Usando Matriz de Co-ocorrência,” 8th International Information and Telecommunication Technologies Symposium, 2009.
[ABTCP-PI2009] A.H.T. Mendes, S.W. Park, H.Y. Kim, “Determinação do perfil de encolhimento transversal na estrutura do papel,” ABTCP-PI 2009 - 42° Congresso e Exposição Internacional de Celulose e Papel, 2009.
[CIMM2008] M. A. A. de Melo, S. Delijaicov, and H. Y. Kim, “Controle dos sinais de sensores piezo-elétricos aplicado na medição das forças de corte no torneamento duro usando combinação de filtros não lineares,” Congresso Internacional de Metrologia Mecânica, 2008.
[SBAI2007] M. A. A. de Melo, S. Delijaicov, and H. Y. Kim, “Controle dos Sinais de Sensores Piezo-Elétricos Aplicado na Medição das Forças de Corte no Torneamento Duro,” SBAI - Simpósio Brasileiro de Automação Inteligente, 2007.
[Sibgrapi2007] H. Y. Kim, J. Mayer, “Data Hiding for Binary Documents Robust to Print-Scan, Photocopy and Geometric Distortions,” Proc. Sibgrapi - Brazilian Symp. on Comp. Graph. and Image Proc., pp. 105-112, 2007.
[I2TS2006] A. R. Santos, H. Y. Kim, “Real-Time Opaque and Semi-Transparent TV Logos Detection,” in Proc. 5th Int. Information and Telecommunication Technologies Symposium (I2TS), Cuiabá, paper #24727, 2006.
[SBSeg2006] S. V. D. Pamboukian and H. Y. Kim, “Reversible Data Hiding and Reversible Authentication Watermarking for Binary Images,” in Proc. Simpósio Brasileiro em Segurança da Informação e de Sistemas Computacionais (SBSeg), 2006.
[Sibgrapi2005] H. I. A. Bustos and H. Y. Kim, “Reconstruction-Diffusion: An Improved Maximum Entropy Reconstruction Algorithm Based on the Robust Anisotropic Diffusion,” in Proc. Sibgrapi - Brazilian Symp. on Comp. Graph. and Image Proc., pp. 215-219, 2005.
[SBrT2005] S. A. Araújo and H. Y. Kim, “Meio-Tom Inverso Usando Redes Neurais Artificiais,” in Proc. Simpósio Brasileiro de Telecomunicações, 2005.
[SBSR2005] M. H. Shiba, R. L. Santos, H. Y. Kim and J. A. Quintanilha, “Classificação de Imagens de Sensoriamento Remoto pela Aprendizagem por Árvore de Decisão: Uma Avaliação de Desempenho,” in Proc. XII Simpósio Brasileiro de Sensoriamento Remoto, 2005, (Goiânia).
[CACIC2004] H. Y. Kim, J. O. Giacomantone, Z. H. Cho, “Mapa Anisotrópico Estadístico de Imágenes de Resonancia Magnética Funcional,” in Proc. X Congreso Argentino de Ciencias de la Computacion (CACIC-2004), Buenos Aires.
[CBA2004b] C. R. P. Dionisio, H. Y. Kim, “Novas Características para Classificação de Formas Invariantes sob Transformações Afins,” in Proc. XV Congresso Brasileiro de Automática (CBA2004).
[CBA2004a] M. A. A. de Melo and H. Y. Kim, “Filtragem de Sinais do Acelerômetro pela Difusão Anisotrópica,” in Proc. XV Congresso Brasileiro de Automática (CBA2004).
[Sibgrapi2003] H. Y. Kim and A. Afif, “Secure Authentication Watermarking for Binary Images,” in Proc. Sibgrapi - Brazilian Symp. on Comp. Graph. and Image Proc., pp. 199-206, 2003.
[CBFM2003] H. I. A. Bustos and H. Y. Kim “Reconstrução-Difusão: Um Algoritmo de Reconstrução MENT Melhorado Baseado em Difusão Anisotrópica Robusta,” in Proc. 8^o Congresso Brasileiro de Física Médica, (Porto Alegre, Brasil), pp. 253-257, 2003.
[Sibgrapi2002] H. Y. Kim and Z. H. Cho, “Robust Anisotropic Diffusion to Produce Clear Statistical Parametric Map from Noisy fMRI,” in Proc. Sibgrapi - Brazilian Symp. on Comp. Graph. and Image Proc., pp. 11-17, 2002.
[SBrT2001] H. I. A. Bustos, H. Y. Kim and R. T. Lopes, “Método de Reconstrução de Imagem Usando Feixe Divergente Distribuído em ângulo Limitado,” in Proc. Simpósio Brasileiro de Telecomunicações, 2001.
[CBRN2001] H. Y. Kim, “Complexidade de Amostra para Projetar Operadores para Imagens Binárias pela Aprendizagem de Máquina,” in Proc. V Congresso Brasileiro de Redes Neurais (Rio de Janeiro), pp. 121-126, 2001.
[SBrT2000b] H. Y. Kim, “Filtros Nebulosos no Espaço de Escala,” in Proc. Simpósio Brasileiro de Telecomunicações, paper 4140035, 2000.
[SBrT2000a] P. S. L. M. Barreto, H. Y. Kim and V. Rijmen, “Um Modo de Operação de Funções de Hashing para Localizar Alterações em Dados Digitalmente Assinados,” in Proc. Simpósio Brasileiro de Telecomunicações, paper 5150124, 2000.
[Sibgrapi1999] H. Y. Kim, “Segmentation-Free Printed Character Recognition by Relaxed Nearest Neighbor Learning of Windowed Operator,” in Proc. Sibgrapi - Brazilian Symp. on Comp. Graph. and Image Proc., pp. 195-204, 1999.

Abstracts and extended abstracts:

[APS2025] Kotaro Shimizu, Vinicius Okubo, Rose Knight, Ziyuan Wang, Joseph Burton, Hae Kim, Gia-Wei Chern, Bellave Shivaram, Machine Learning Assisted Characterization of Labyrinthine Pattern Transitions, APS Global Physics Summit, 2025.
[ASEC2024a] Sam Jeong, Hae Yong Kim, "Use of Time or Frequency Domain in ECG Analysis", The 5th International Electronic Conference on Applied Sciences session Computing and Artificial Intelligence.
[ASEC2024b] Sergio Ariel Gonzales Fuentes, Daniel Petrini, Hae Yong Kim, "Evaluating TPUs and GPUs in a Two-View EfficientNet-based architecture for cancer classification on mammograms: performance and speed analysis", The 5th International Electronic Conference on Applied Sciences session Computing and Artificial Intelligence.
[ICARST2022] Nelson Xavier Cardozo, Marcio Issamu Haraguchi, Hae Yong Kim, Samir Luiz Somessari, Anselmo Feher, Celia Marina Napolitano, Wilson Aparecido Parejo Calvo, "Development of an Irradiation System for Production of Gaseous Radioisotopes and of a Tomographic 2-D Gamma Scanning for Industrial Process Troubleshooting in Brazil," Second Int. Conf. on Applications of Radiation Science and Technology (ICARST-2022), Vienna.
[ASCO2021] Rosimeire Aparecida Roela, Gabriel Vansuita Valente, Carlos Shimizu, Rossana Veronica Mendoza Lopez, Tatiana Cardoso de Mello Tucunduva, Guilherme Koike Folgueira, Maria Lucia Hirata Katayama, Daniel Gustavo Pellacani Petrini, Guilherme Apolinario Silva Novaes, Pedro Adolpho de Menezes Pacheco Serio, Guilherme Nader Marta, Koichi Sameshima, Hae Yong Kim, and Maria A. A. Koike Folgueira, "Deep learning algorithm performance in mammography screening: A systematic review and meta-analysis", Journal of Clinical Oncology 2021 39:15_suppl, e13553-e13553.
[AACR2021a] Daniel G. Petrini, Carlos Shimizu, Gabriel V. Valente, Guilherme Folgueira, Guilherme A. Novaes, Maria L. Katayama, Pedro Serio, Rosimeire A. Roela, Tatiana C. Tucunduva, Maria Aparecida A. Folgueira and Hae Y. Kim, "High-Accuracy Breast Cancer Detection in Mammography Using EfficientNet and End-to-End Training", Abstract 181, American Association for Cancer Research, Proceedings: AACR Annual Meeting 2021; April 10-15, 2021 and May 17-21, 2021; Philadelphia, PA.
[AACR2021b] Daniel G. Petrini, Carlos Shimizu, Gabriel V. Valente, Guilherme Folgueira, Guilherme A. Novaes, Maria L. Katayama, Pedro Serio, Rosimeire A. Roela, Tatiana C. Tucunduva, Maria Aparecida A. Folgueira and Hae Y. Kim, "End-to-End Training of Convolutional Network for Breast Cancer Detection in Two-View Mammography", Abstract 183, American Association for Cancer Research AACR2021.
[ASCO2020] ASCOPUBS D.G.P. Petrini, G.V. Valente, C. Shimizu, R.A. Roela, G.M. Araújo, T.C.M. Tucunduva, M.A.A.K. Folgueira, H.Y. Kim "Evaluation of an AI system for breast cancer screening in mammograms of young women.", American Society of Clinical Oncology ASCO 2020: e14068-e14068.
[RSNA2019] J. E. Ramos, H. Y. Kim, F. B. Tancredi, Automation of the ACR MRI Low-Contrast Resolution Test Using Machine Learning, Radiological Society of North America RSNA 2019, 105th Scientific Assembly and Annual Meeting, Chicago, 2019.
[JPR2019] Jhonata E. Ramos, Hae Yong Kim, F. B. Tancredi, Automatização do Teste de Baixo Contraste do ACR Fazendo Uso de Aprendizado de Máquina, 49ª Jornada Paulista de Radiologia, São Paulo, 2019 (certificate of merit).
[GCPS2018] M. I. Haraguchi, H. Y. Kim, W. A. P. Calvo, Process equipment imaging by tomographic gamma scan. In: 2018 Spring Meeting and 14th Global Congress on Process Safety, 2018, Orlando, 2018.
[Tracer2014] Marcio Issamu Haraguchi, Hae Yong Kim, F. E. Sprenger, Wilson Aparecido Parejo Calvo, “Industrial Process Troubleshooting with Imaging Technique Improved by Gamma-Ray Absorption Scans,” International Conference on Tracers and Tracing Methods, Marrakech, 2014.
[NUTECH2011] Marcio Issamu Haraguchi, Hae Yong Kim, Wilson Aparecido Parejo Calvo, “Imaging Technique for Troubleshooting of Industrial Equipment by Gamma-Ray Absorption Scans,” NUTECH-2011 International Conference on Development and Applications of Nuclear Technologies, Cracovia, Poland, 2011.
[CoRoT2009] Kleber Iguchi, Leonardo Pinheiro da Silva, Vanderlei Parro, Eduardo Janot-Pacheco, Hae Yong Kim, “Development of a hybrid algorithm for time-resolved stellar photometry from space images,” First CoRoT International Symposium, 2009.
[ISMM2007b] Diego Massola Shimizu, Hae Yong Kim, “Perceptual Hashing for Hardcopy Document Authentication Using Morphological Segmentation,” ISMM - Int. Symp. Mathematical Morphology, 2007.
[ISMM2007a] S. A. Araujo, and H. Y. Kim, “Rotation, scale and translation-invariant segmentation-free grayscale shape recognition using mathematical morphology,” ISMM - Int. Symp. Mathematical Morphology, 2007.
[SIBRATI2001] H. I. A. Bustos, H. Y. Kim and R. T. Lopes, “New Image Reconstruction Method from Fan-Beam Projections in Limited Angle,” in Proc. IV Workshop do SIBRATI (Sistema Brasileiro de Tecnologia de Informação), http://www.lsi.usp.br/~dmi/workshop2001/, 2001.
[Sibgrapi1999] P. S. L. M. Barreto and H. Y. Kim, “Pitfalls in Public Key Watermarking,” in Proc. Sibgrapi - Brazilian Symp. on Comp. Graph. and Image Proc., pp. 241-242, 1999.

Workshop of Undergraduate Works:

[Ic12] Sergio Ariel Gonzales Fuentes, D. G. P. Petrini, H. Y. Kim, "Melhoramento na Detecção de Câncer em Mamografias de Duas Vistas Usando Rede Convolucional Baseada em EfficientNet Treinada de Ponta a Ponta", 31º Simpósio Internacional de Iniciação Científica da USP, 2022 (menção honrosa).
[Ic11] Gabriel Miranda de Araújo, H. Y. Kim, "Detecção de Câncer de Mama via Aprendizagem Profunda", Simpósio Internacional de Iniciação Científica da USP, 2019.
[Ic10] Marcos Cesar Voltolini, Leonardo Morimasa Niklis, Fábio Dias Moreira and Hae Yong Kim, “Interação homem-máquina pela detecção de bastão com LED via webcam,” Workshop of Undergraduate Works, Sibgrapi - Brazilian Symp. on Comp. Graph. and Image Proc., 2010.
[Ic09] Rodrigo Hajime Ito, Walter Jaimes Salcedo, Hae Yong Kim, “Reconhecimento de padrões de imagens químicas geradas por um sensor de gases MOS,” XVII Simpósio Internacional de Iniciação Científica da USP, 2009.
[Ic08] Vitor D'Agnoluzzo, Hae Yong Kim, “Geração de Modelos Tridimensionais,” XIV Simpósio Internacional de Iniciação Científica da USP, 2006.
[Ic07] Vitor D'Agnoluzzo, Pedro Angelini, Felipe Sanches, Laerte Rosato, Hae Yong Kim, “Aquisição de Modelos 3D por Escaneamento a Laser,” Workshop of Undergraduate Works, Sibgrapi - Brazilian Symp. on Comp. Graph. and Image Proc., 2005.
[Ic06] Vitor D'Agnoluzzo, Pedro Angelini, Felipe Sanches, Laerte Rosato, Hae Yong Kim, “Aquisition of 3D Models by Laser Scanning,” XIII Simpósio Internacional de Iniciação Científica da USP, 2005.
[Ic05] F. R. O. Meneghel, H. Y. Kim, “Aquisição de Imagens Tridimensionais pela Estereoscopia,” in proc. XI Simpósio Internacional de Iniciação Científica da USP, 2003.
[Ic04] A. C. Silva, H. Y. Kim, “Reconhecimento de Fontes de Caracter pela Aprendizagem de Máquina,” in proc. VIII Simpósio Internacional de Iniciação Científica da USP (São Carlos), v. 2, p. 208, 2000.
[Ic03] D. S. Yamaguti, F. B. Bittencourt, F. A. M. Cipparrone, H.Y. Kim, “Métodos Computacionais para OCR”, Atas do VII Simpósio de Iniciação Científica da USP, v. 2, p. 29, 1999.
[Ic02] D. S. Yamaguti, F. A. M. Cipparrone, H. Y. Kim, “Construção de Filtros Não-Lineares no Processamento de Imagens”, Atas do VI Simpósio de Iniciação Científica da USP, vol. 2., p. 155, 1998.
[Ic01] F. F. Domingues, H. Y. Kim, “Transformações Bidimensionais, Perspectiva e Iluminação”, Atas dos VI/VII Colóquios de Iniciação Científica, IME-USP, pp. 61-62, 1990.

Theses and Dissertations:

[T24] Guilherme A. S. Novaes, "Super Resolução de Imagens Meio-Tom", Ph.D. thesis, Escola Politécnica, USP, 2024.
[T23] Jhonata Emerick Ramos, "Automação do Teste de Baixo Contraste do Colégio Americano de Radiologia", Ph.D. thesis, Escola Politécnica, USP, 2022.
[T22] Joel Marcos da Silva Junior, "Aplicação de Granulometria por Correlação para Contagem de Colônias de Bactérias e de Microesferas de Vidro," M.Sc. dissertation, Escola Politécnica, USP, 2019.
[T21] Gerson de Souza Faria, “Novos Ataques de Canal Secundário a Dispositivos de Entrada Manual de Dados Confidenciais”, Ph.D. thesis, Escola Politécnica, USP, 2017. Bolsa CAPES.

Link to the data used in the thesis.

[T20] Guillermo Angel Pérez López and H. Y. Kim (advisor), “Casamento de modelos baseado em projeções radiais e circulares invariante a pontos de vista”, Ph.D. thesis, Escola Politécnica, USP, 2015. Bolsa CAPES.
[T19] Mauricio Andrés Barrera Acuña and H. Y. Kim (advisor), “Rotation-Invariant Texture Classification Based on Graylevel Co-occurrence Matrices”, M.Sc. dissertation, Escola Politécnica, USP, 2013. Bolsa CAPES.
[T18] Gerson de Souza Faria and H. Y. Kim (advisor), “Identificação das Teclas Digitadas a Partir da Vibração Mecânica”, M.Sc. dissertation, Escola Politécnica, USP, 2012. Bolsa CAPES.
[T17] Luciana Guidon Coelho and H. Y. Kim (advisor), Novos Métodos de Estimação de Ruído de Fundo de Céu Aplicados à Missão CoRoT, M.Sc dissertation, Escola Politécnica, USP, 2012.

Programs and synthetic data.

[T16] Guillermo Ángel Pérez López and H. Y. Kim (advisor), Aforapro: Reconhecimento de Objetos Invariante sob Transformações Afins, M.Sc dissertation, Escola Politécnica, USP, 2011.
[T15] Kleber Iguchi and H. Y. Kim (advisor), Desenvolvimento de um Algoritmo Híbrido de Fotometria Estelar a Partir de Imagens do Espaço,M.Sc dissertation, Escola Politécnica, USP, 2010.
[T14] Sidnei A. Araújo and H. Y. Kim (advisor), Casamento de Padrões em Imagens Digitais Livre de Segmentação e Invariante sob Transformações de Similaridade, Ph.D. thesis, Escola Politécnica, USP, 2009.
[T13] Marco A. A. Melo and H. Y. Kim (advisor), Filtro Difusão-Mediana com Determinação Automática dos Parâmetros com Aplicações em Sinais de ECG e Sensor Piezoelétrico, Ph.D. thesis, Escola Politécnica, USP, 2009.

Anexos.

[T12] Henrique P. A. Nobre and H. Y. Kim (advisor), Geração Automática de Módulos VHDL para Localização de Padrões Invariante a Escala e Rotação em FPGA, M.Sc. dissertation, Escola Politécnica, USP, 2009.
[T11] A. R. dos Santos and H. Y. Kim (advisor), Medição de Audiência de Televisão em Tempo Real pelo Reconhecimento de Logos, M. Sc. dissertation, Escola Politécnica, USP, 2007.
[T10] S. V. D. Pamboukian and H. Y. Kim (advisor), Marcas d’Água de Autenticação para Imagens Binárias: Marcas Reversíveis e Marcas para o Padrão JBIG2, Ph.D. thesis, Escola Politécnica, USP, 2007.
[T09] J. O Giacomantone and H. Y. Kim (advisor), Ressonância Magnética Funcional com Filtragem pela Difusão Anisotrópica Robusta, M.Sc. dissertation, Escola Politécnica, USP, 2005.
[T08] C. R. P. Dionisio and H. Y. Kim (advisor), Características de Formas Planas Invariantes sob Transformações de Similaridade e Afim, Ph.D thesis, Escola Politécnica, USP, 2004.

[T07] A. Afif and H. Y. Kim (advisor), Estudo de Esteganografia e Marcas d’água de Autenticação para Imagens Binárias e Meio-Tom, M.Sc. dissertation, Escola Politécnica, USP, 2004.
[T06] M. A. A. Melo and H. Y. Kim (advisor), Filtragem de Sinais do Acelerômetro pela Difusão Anisotrópica, M.Sc. dissertation, Escola Politécnica, USP, 2004.
[T05] H. Y. Kim, Projeto e Operadores pela Aprendizagem, Difusão Anisotrópica e Marca d'Água de Autenticação, tese de livre-docência, Escola Politécnica, USP, 2004.

Divided in chapters:
tes0A_capa.pdf
tes0B_FichaCatalografica.pdf
tes0C_indice.pdf
tes1.pdf (Introdução)
tes2.pdf (Projeto de Operadores pela Aprendizagem)
tes3.pdf (Difusão Anisotrópica)
tes4.pdf (Marcas d'Água de Autenticação)
tes5_referencias.pdf

[T04] P. S. L. M. Barreto and H. Y. Kim (advisor), Criptografia Robusta e Marcas d'Água Frágeis: Construção e Análise de Algoritmos para Localizar Alterações em Imagens Digitais, Ph.D. thesis, Escola Politécnica, USP, 2003.
[T03] H. I. A. Bustos and H. Y. Kim (advisor), Melhoramento de Tomografia para Dados Sub-Determinados Usando Difusão Anisotrópica, Ph.D. thesis, Escola Politécnica, USP, 2003.
[T02] H. Y. Kim and F. A. M. Cipparrone (advisor), Construção Automática de Operadores Morfológicos por Aprendizagem Computacional, Ph.D. thesis, Escola Politécnica, USP, 1997.
[T01] H. Y. Kim and R. Terada (advisor), Síntese de Imagem e Rastreamento de Raio, M.Sc. dissertation, Instituto de Matemática e Estatística, USP, 1992.

Projeto de Formatura:

[Pf11] André. T. Bahbouth, Provador Virtual, 2013.
[Pf10] Gabriel Ramires de Britto, Desenvolvimento de Algoritmo para Tracking de Veículos, 2010.
[Pf07] E. R. S. Shiino and H. Y. Kim (advisor), Ferramenta de Realidade Aumentada Baseada em Conjunto Projetor-Câmera para Auxílio ao Ensino, undergradute course conclusion project, Escola Politécnica, USP, 2007.
[Pf06] D. Z. Figueiredo and H. Y. Kim (advisor), Mascaramento de Informações e Autenticação de Imagens Coloridas por Marcas d’Água Reversíveis, undergradute course conclusion project, Escola Politécnica, USP, 2007.

Personal Communications:

[U03] H. Y. Kim and S. A. de Araújo, “Rotation, Scale and Translation-Invariant Segmentation-Free Shape Recognition,” 2006.
[U02] H. Y. Kim, “Gradient Histogram-Based Anisotropic Diffusion,” 2005.
[U01] H. Y. Kim, “An Anisotropic Diffusion with Meaningful Scale Parameter,” 2005.

Granted patents

[PAT2022] Hae Yong Kim, Fabrício Shigeru Catae, Mário Piai Júnior, "Sistema e Método de Aquisição de Imagens Estáticas de Objetos em Movimento," patent nº INPI "BR 10 2013 014158-5", filed on June 07, 2013 and granted on July 12, 2022.
[PAT2020b] Wilson Aparecido Parejo Calvo, Marcio Issamu Haraguchi, Hae Yong Kim, Francisco Edmundo Sprenger, “Sistema de Imageamento de Equipamentos Industriais”, patent nº “BR 10 2012 024416-0”, patent filed on Sep. 26, 2012 and granted on Dec. 08, 2020.
[PAT2020a] H. Y. Kim, “Método Para Autenticar Vídeo,” P.I. 1.003.850-7, patent filed on April 20, 2010 and granted on August 04, 2020.

Filed patents

[Pa01] H. Y. Kim, M. Piai Jr, “Aparelho para Detecção e Classificação de Veículos,” patente depositada P.I. 0.903.567-2, 20 de maio de 2009.

Feel free to send an e-mail requesting reprint of any paper above listed.

I am accepting submissions of students for master degree and doctorate programs in image processing.