Publications

  • Journals / Book chapters
  • Conferences (full articles)
  • Conferences (short communications)
  • Invited talks
  • In the media
  • Journals / Book Chapters

  • Ushizima, D., "Detection and Classification of Cervical Cells" in The Practice of Reproducible Research: Case Studies and Lessons from the Data-Intensive Sciences, Kitzes, J., Turek, D., & Deniz, F. (Eds.), Oakland, CA: University of California Press 2017.[PDF]
  • Alegro, Theofilas, Nguy, Castruita, Seeley, Ushizima, Grinberg, Automating Cell Detection and Classification in Human Brain Fluorescent Microscopy Images Using Dictionary Learning and Sparse Coding, Journal of Neuroscience Methods, 2017.
  • D. Ushizima, H. A. Bale, W. Bethel, P. Ercius, B. Helms, H. Krishnam, L. Grinberg, M. Haranczyk, M. A. A. Macdowell, K. Odziomek, D. Y. Parkinson, T. Perciano, R. Ritchie, and C. Yang. IDEAL: Images across Domains, Experiments, Algorithms and Learning, Journal of Minerals, Metals and Materials, 2016. JOM, 68(11), 2963-2972. doi:10.1007/s11837-016-2098-4 - Report Number: LBNL-1006616 [BibTeX]
  • Odziomek, Ushizima, Oberbek, Kurzydlowski, Puzyn, "Scanning electron microscopy image representativeness: morphological data on nanoparticles", Journal of Microscopy, 2016.[pdf]
  • Santos, Bianchi, Ushizima, Pavinatto, Bianchi, "Ammonia gas sensor based on the frequency-dependent impedance characteristics of ultrathin polyaniline films", Sensors and Actuators A: Physical, 2016.[PDF]
  • Venkatakrishnan, Mohan, Beattie, Correa, Dart, Deslippe, Hexemer, Krishnan, MacDowell, Marchesini, Patton, Perciano, Sethian, Stromsness, Tierney, Tull, Ushizima, Parkinson, "Making Advanced Scientific Algorithms and Big Scientific Data Management More Accessible", Electronic Imaging, 19, pp.1-7, 2016.(PDF)
  • Andrew W. Wills, David J. Michalak, Peter Ercius, Ethan R. Rosenberg, Talita Perciano, Daniela Ushizima, Rory Runser and Brett A. Helms. Block Copolymer Packing Limits and Interfacial Reconfigurability in the Assembly of Periodic Mesoporous Organosilicas. Advanced Functional Materials, 2015.[pdf]

  • J. Donatelli, M. Haranczyk, A. Hexemer, H. Krishnan, X. Li, L. Lin, F. Maia, S. Marchesini, D. Parkinson, T. Perciano, D. Shapiro, D. Ushizima, C. Yang, J.A. Sethian. CAMERA: The Center for Advanced Mathematics for Energy Research Applications. Synchrotron Radiation News, 28:2, 2015.

  • Paula Jr., I.C., Medeiros, F.N.S, Bezerra, F.N. and Ushizima, D.M., "Multiscale Corner Detection in Planar Shape", Journal of Mathematical Imaging and Vision, March 2013.[pdf]

  • Ushizima, D.M., Morozov, D, Weber, G.H., Bianchi, A.G.C. and Bethel E.W., "Augmented topological descriptors of pore network", in: IEEE Trans. Comp Graph. and Vis. USA. LBNL-5964E [pdf]

  • Carvalho, E.A., Ushizima,D.M., Medeiros,F.N.S., Martins,C.I.O., Marques,R.C.P., Oliveira,I.N.S., "SAR imagery segmentation by statistical region growing and hierarchical merging", Digital Signal Processing, Elsevier, Volume 20, Issue 5, Pages 1365-1378, Sept 2010.#20 Top Hottest Paper by ScienceDirect [bib]
  • Ushizima,D.M., Geddes,C.G.R., Cormier-Michel,E., Bethel,E.W., Jacobsen,J., Prabhat, Ruebel,O., Weber,G., Hamann,B., Haggen,H., "Automated Detection and Analysis of Particle Beams in Laser-plasma Accelerator Simulations", In-Tech, 367-389, 2010.[bib][pdf]
  • Leite,G.C., Ushizima,D.M., Medeiros,F.N.S., de Lima,G.G., "Wavelet Analysis for Wind Fields Estimation", Sensors, MDPI Press, ISSN 1424-8220, 10(6):5994-6016, 2010.[pdf][bib]
  • Marques R C P, Medeiros F N S, Ushizima D M (2009), Target dectection on SAR images using level set methods, IEEE Transactions on Systems, Man and Cybernetics Part C (39):2:214-222. [pdf]
  • Rubel,O. Geddes,C.G.R., Cormier-Michel,E., Wu,K., Prabhat, Weber,G.H., Ushizima,D.M., Messmer,P., Hagen,H., Hamann,B., and Bethel,E.W., "Automatic Beam Path Analysis of laser Wakefield Particle Acceleration Data", IOP Computational Science & Discovery, 2 015005 (38pp), Nov, 2009, LBNL-2734E.[pdf]
  • Geddes, CGR, Cormier-Michel,E., Esarey,E.H., Schroeder,C.B., Vay,JL, Leemans,WP, Bruhwiler, Cary, JR., Cowan,B., Durant,M., Hamill, P., Messmer, P., Mullowney,P., Nieter,C., Paul,K., Shasharina, S., Veitzer,S., Weber,G., Rubel,O., Ushizima,DM, Prabhat, Bethel,E.W., Wu, K., "Large Fields for Smaller Facility Sources." SciDAC Review, Number 13, Summer 2009. LBNL-2299E [pdf]
  • Ushizima Sabino D M, Costa LF, Calado RT, Zago MA (2004), A texture approach to leukocyte recognition, Real-Time Imaging 10(4):205-216.[pdf]
  • Ushizima Sabino D M, Costa LF, Zago MA (2003), Automatic leukemia diagnostic, Acta Microscopica (12)1:1-6.[pdf]
  • Conferences:

  • Ushizima, Hexemer, Parkinson, Yang, "Scaling Analytics for Scientific Images from Experimental Instruments", IEEE Applied Imagery Pattern Recognition October 2016.(PDF)
  • Araujo, Silva, Ushizima, Medeiros, "Searchable datasets in Python: images across domains, experiments, algorithms and learning", PyData San Francisco 2016.(PDF)
  • T. Perciano, D.M. Ushizima, E.W. Bethel, Y.D. Mizrahi, D. Parkinson, J.A. Sethian. Reduced-complexity image segmentation under parallel Markov random field formulation using graph partitioning, 2016. Accepted to 2016 IEEE International Conference on Image Processing. LBNL-1005703. (BibTeX)
  • Alegro, Amaro-Jr, Loring, Heinsen, Alho, Zollei, Ushizima, Grinberg, "Multimodal Whole Brain Registration: MRI and High Resolution Histology", IEEE Conference on Computer Vision and Pattern Recognition 2016.
  • Ushizima, Grinberg, "Pathway toward diagnosing and monitoring prodromal Alzheimer's Disease using novel imaging biomarkers", California Initiative for the Advancement of Precision Medicine Workshop 2016.
  • Ushizima, D.M., Perciano, T., Krishnan, H., Loring, B., Bale, H., Parkinson, D., Sethian, J. "Structure recognition from high resolution images of ceramic composites", IEEE Int. Conf on Big Data, Washington, D.C., Oct 2014. LBNL-6900E.

  • Odziomek, K., Ushizima,D.M., Haranczyk,M., and Puzyn,T. "Toward quantitative structure activity relationship (QSAR) models for nanoparticles", American Chemical Society National Meeting - Scientific Excellence Award, August 2014.

  • Ushizima, D.M., Bianchi, A.G.C., Carneiro, "Segmentation of subcellular compartments combining superpixel representation with Voronoi diagrams", in: International Symposium on Biomedical Imaging 2014, Apr, Beijing, CH. [pdf][code] 1st PLACE in Algorithm Challenge as part of the Overlapping Cervical Cytology Image Segmentation Challenge - ISBI'2014. LBNL-6892E

  • Ushizima, D.M., Bianchi, A.G.C., deBianchi, C. and Bethel E.W., "Material science image analysis using quant-CT in ImageJ", in: ImageJ User and Developer Conference 2012, Oct, Luxembourg, LX. LBNL publication number pending.[pdf][code]

  • Ushizima, D.M., Morozov, D, Weber, G.H., Bianchi, A.G.C. and Bethel E.W., "Augmented topological descriptors of pore network", in: VisWeek 2012, Oct, Seattle, WA, USA. [pdf]

  • Bethel,E.W., Camp,D., Childs,H., Howison,M., Krishnan,H., Loring,B., Meyer,J., Prabhat, Ruebel,O., Ushizima,D.M., Weber,G.. "Towards Exascale: High Performance Visualization and Analytics" – Project Status Report. Technical Report LBNL-5767E. Lawrence Berkeley National Laboratory, Berkeley CA, USA, 94720. June, 2012. In DOE Exascale Research Conference, April 16–18, 2012, Portland OR, USA. (bibtex) (PDF)
  • Ushizima, D.M., Ajo-Franklin, J., Macdowell, A., Morozov, D., Nico, P., Parkinson, Bethel E.W, Sethian J.A., "Statistical segmentation and porosity quantification of 3D x-ray microtomography", in SPIE Optics and Photonics: XXXIV Applications of Digital Image Processing, Vol.8135-1, pp.1-14, Aug 2011, San Diego, CA, USA. LBNL publication number pending.[pdf]

  • Ushizima, D.M., Weber, G.H., Ajo-Franklin, J., Kim, Y., Macdowell, A., Morozov, D., Nico, P., Parkinson, D., Trebotich, D., Wan, J., and Bethel E.W., "Analysis and visualization for multiscale control of geologic CO2", in: Journal of Physics: Conference Series, Proceedings of SciDAC 2011, July 2011, Denver, CO, USA. LBNL publication number pending.[pdf]

  • Leite,G., Medeiros,F., Ushizima,D.M., "Direction Estimation Using Texture Analysis", IEEE XVIII International Conference of Electrical, Electronic and Systems, Aug 8-13 2011.

  • Uselton,A., Antypas,K., Ushizima,D.M., J.Sukharev, "File System Monitoring as a Window Into User I/O Requirements", CUG-2010, Edinburgh, UK, May 24-27th, 2010.
  • Ushizima,D.M., Medeiros,F.N.S., Cuadros,J., Martins,C.I.O. "Vessel Network Detection Using Contour Evolution and Color Components", Proceedings of the 32nd Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Buenos Aires, Argentina. Sept 2010.[bib]
  • Rubel, Ahearn, Bethel, Biggin, Childs, Cormier-Michel, DePace, Eisen, Fowlkes, Geddes, Hagen, Hamann, Huang, Keranen, Knowles, Luengo Hendriks, Malik, Meredith, Messmer, Prabhat, Ushizima, Weber and Wu, "Coupling visualization and data analysis for knowledge discovery from multi-dimensional scientific data", ICCS'2010, Procedia Computer Science Volume 1, Issue 1, May 2010, Pages 1751-1758. [pdf]
  • Martins, CIO, Ushizima,DMU, Medeiros,FNS, Bezerra, FN, Marques,RCP, Mascarenhas,NDA, "Iterative Self-dual Reconstruction on Radar Image Recovery", Proc. of IEEE Workshop on Applications of Computer Vision, Snowbird, Utah, 37-42, 2009.
  • E. W. Bethel, C. Johnson, S. Ahern, J. Bell, P.-T. Bremer, H. Childs, E. Cormier-Michel, M. Day, E. Deines, T. Fogal, C. Garth, C. G. R. Geddes, H. Hagen, B. Hamann, C. Hansen, J. Jacobsen, K. Joy, J. Kruger, J. Meredith, P. Messmer, G. Ostrouchov, V. Pascucci, K. Potter, Prabhat, D. Pugmire, O. Rubel. Sanderson, C. Silva, D. Ushizima, G. Weber, B. Whitlock, K. Wu. "Occam's Razor and Petascale Visual Data Analysis." In Journal of Physics Conference Series, Proceedings of SciDAC 2009. LBNL-2210E.
  • Ushizima D M, Rubel O, Prabhat, Weber G, Bethel E W, Aragon C, Geddes C, Cormier-Michel E, Hamann B, Messmer P, Hagen H. "Automated Analysis for Detecting Beams in Laser Wakefield Simulations". 2008 Seventh International Conference on Machine Learning and Applications, Proceedings of IEEE ICMLA'08, 2008. LBNL-960E
  • Ushizima D M, Calado R T, Rizzatti E G (2006), Leukocyte detection using nucleus contour propagation, Lecture Notes in Computer Science, LNCS 4091: 389-396.[pdf]
  • Ushizima D M, Lourega L V, Freitas G D, d'Ornellas M C (2006), A Hybrid Image Segmentation Approach using Linear and Non-Linear Processing , International Symposium on Vision by Brains and Machines, Montevideo, Uruguay. CD-Rom.
  • Ushizima D M, Lorena A C, Carvalho A C P L F (2005), Support vector machines applied to white blood cell recognition, V International Conference on Hybrid Intelligent Systems, pp. 379-384.
  • Ushizima D M, Costa L da F, Zago M A (2005), Lymphocytic leukemia under machine vision, XVI Brazilian Symposium on Computer Graphics and Image Processing.
  • Ushizima-Sabino D M, Costa L da F, Rizzatti E G, Zago M A, (2004), Toward leukocyte recognition using morphometry, texture and color, Proc. of IEEE International Symposium on Biomedical Imaging: From Nano To Macro (ISBI'04), Washington D.C., USA (awarded).
  • Ushizima-Sabino D M, Costa L da F, Rizzatti E G, Zago M A, (2003), A texture approach to leukocyte recognition, Proc. Intern. Conference on Bioinformatics and Computational Biology, Ribeirao Preto, Brazil. CDRom.
  • Ushizima-Sabino, D M., Costa, L.F., Calado, R.T., Zago, M.A. (2002), Chromatin texture characterization using multiscale fractal dimension, IEEE Proc. of 14th International Conference on Digital Signal Processing, Santorini, Greece, (2)1: 529-533.
  • Conferences/Meetings (short communications)

  • Ushizima, D.M., "Scalability of Scientific Image Analysis", Informs Annual Meeting: Bringing Data and Decisions, San Francisco, CA, Nov 2014.

  • Ushizima, D.M., Correa, J., Skinner, D., Bethel, E.W.,"Analysis and visualization of image-based experiments", Biomedical research: current challenges in computing conference (C3), IBM sponsored, Sep 2013.

  • Ushizima, D.M., Bianchi, A.G.C., Krishnam, H., "Challenges and New Developments in Imaging with Large Data Sets", Joint Statistical Meeting (JSM2013), Montreal, Aug 2013 (oral presentation).

  • Ushizima, D.M., Bianchi, A.G.C., Weihong, G., "Characterization of MRI brain scans associated to Alzheimer's disease through texture analysis", International Symposium on Biomedical Imaging: from Nano to Macro, Apr 2013.[pdf]

  • Ushizima, D.M., Weber, G., Morozov, D., Bethel, W., Sethian, J.A., "Algorithms for Microstructure Description applied to Microtomography", Carbon Cycle 2.0 Symposium, LBNL, Fev. 10. 2012.[pdf]

  • Uselton, A., Ushizima, D.M., "I/O Workload Analysis with Server-side Data Collection", SuperComputing 2011 (SC11), Seattle, WA, Nov. 13. 2011. LBNL publication number pending.

  • C. Rycroft, D. M. Ushizima, R. Saye, K. Tanner, J. A. Sethian, "Coupling Physcial Models to the Epithelial Cell Differentiation", Second Annual Physical Sciences - Oncology Centers Network Investigators' Meeting 2011, National Cancer Institute, San Diego, CA, Apr 2011.[pdf]

  • D.M.Ushizima, "Statistical regions in porous media and 3D structure characterization", Bay Area Vision Meeting, Google, Apr 2011.

  • C. Rycroft, D. M. Ushizima, R. Saye, C. M. Ghajar, J. A. Sethian, "Building a physical cell simulation and comparing with confocal microscopy", Bay Area Physical Sciences - Oncology Center (NCI) Meeting 2010, UCSF Medical Sciences, Sept 2010.
  • D. Ushizima, K. Tanner, A. T. Lo, M. J. Bissel, J. Sethian, "Tracking cell dynamics from time-lapse LSM imagery, Physical Sciences - Oncology Centers Annual Site Visit, Berkeley, CA, Aug 2011.

  • D. Ushizima, F. Medeiros, "Retinopathy diagnosis from ocular fundus image analysis", Modeling and Analysis of Biomedical Image, SIAM Conference on Imaging Science (IS10), Chicago, Il, April 12-14th, 2010.
  • D. Ushizima and A.Uselton, K.Antypas and J. Sukharev "Minimizing I/O contention at NERSC using data analysis", Workshop on Algorithms for Modern Massive Data Sets (MMDS'10), Stanford, CA, June 15-18, 2010.[pdf]
  • D. M. Ushizima and J. Cuadros, "Ocular fundus and retinopathy characterization", Bay Area Vision Meeting, Feb 5th, Berkeley, CA 2010.
  • Martins C I O, Veras R M S, Ramalho G L B, Medeiros F N S, Ushizima D M, "Automatic Microaneurysm Detection and Characterization Through Digital Color Fundus Images". Brazilian Artificial Intelligence Community Conference, Tenth Brazilian Symposium on Neural Networks, SBRN'2008.
  • Marques R C P, Medeiros F N S, Ushizima D M (2006), Tracking Targets in Simulated Speckled Images, XVII Brazilian Symposium on Computer Graphics and Image Processing. CD-Rom.
  • Ushizima D M (2006), Ampliando o hemograma com microscopia quantitativa, III Workshop Tecnologico da Cientistas Associados (WTCA), Sao Carlos, Brazil. CD-Rom.
  • Ushizima D M, Rosatelli M C (2007), Medical Diagnostic System driven by Pattern Recognition and Collaborative Learning, XIX US National Congress on Computational Mechanics (USNCCM9).
  • Lourega L V, Ushizima D M, Freitas G D, d'Ornellas M C (2006), MeSegHi: Metodo de Segmentacao por Processamento Linear e Nao-Linear de Imagens, II Workshop em Visao Computacional, Sao Carlos, Brazil. CD-Rom.
  • Ushizima D M, Senger H, d'ornellas M C, Medeiros F N S (2005), Quantitative microscopy applied to cytology and material microstructure, XVI Brazilian Symposium on Computer Graphics and Image Processing. CD-Rom.
  • Ushizima D M, Rosatelli M (2005), E-learning in medical diagnosis, XVI Brazilian Symposium on Computer Graphics and Image Processing. CD-Rom.
  • Ushizima-Sabino D M, Consularo L A, Costa L da F, Manjunath B S, (2004) , Fast image segmentation: quantitative evaluation and image applications, XV Brazilian Symposium on Computer Graphics and Image Processing. CD-Rom.
  • Ushizima-Sabino D M, Costa L da F, (2003), Feature selection methods applied to multiscale curvature, XIV Brazilian Symposium on Computer Graphics and Image Processing, SIBGRAPI'03. CD-Rom.
  • Ushizima-Sabino D M, Mendes T, Costa L da F, (2003), Clusterizacao de dados de leucocitos usando o modelo superparamagnetico, Escola de Computacao de Alto Desempenho para Sistemas Complexos, Sao Carlos, Brazil. CD-Rom.
  • Ushizima-Sabino, D M, Costa, L da F, (2002), Diagnostico de leucemia por computador, I Workshop Regional de Engenharia Biomedica, EESC, Sao Carlos, Brazil. CD-Rom.

  • Ushizima-Sabino, D M, Costa, L.F., Martins S.R.L., Zago M.A. (2001), Diagnostico automatico de leucemia, V Workshop de Pos Graduacao em Fisica, IFSC, Sao Carlos, Brazil. CD-Rom.
  • Ushizima-Sabino, D M, Costa, L.F., Martins S.R.L., Zago M.A. (2001), Automatic leukemia diagnostic in XVIII CSBMM 2001, Aguas de Sao Pedro, SP, Brazil. CD-Rom.
  • Ushizima-Sabino, D M, Costa, L.F. (2001), Diferenciacao de leucocitos por computador in Hemato 2001, Fortaleza, CE, Brazil.
  • Ushizima D M (2004), Diagnostico de leucemia linfoide auxiliado por computador, Instituto de Fisica de Sao Carlos, University of Sao Paulo, Brazil; Ph.D. thesis.
  • Invited talks

  • How images shape your life, and shapes from images
    LBNL Workforce Development and Education Seminar, Berkeley, CA
    Host/Chair: Laleh Esmaili Cote, Undergraduate Internship Coordinator, Berkeley, Fev 2014.

  • Energy technologies meets computing and data analysis
    EETD Seminar Series, LBL, Berkeley, CA
    Host/Chair: Scott Young, Research Scientist, Environmental Energy Tech, EETD, Jan 2014. [PDF]

  • Multimodal and Multiresolution Analysis and Visualization of Experimental Data
    Informs: Data Mining in Medical Decision Making and Bioinformatics Applications, Minneapolis, Minnesota
    Host/Chair: Kamran Paynabar,Georgia Institute of Technology, Atlanta, 2013.

  • Data analysis and visualization for the Brain Initiative
    LBNL Brain Workshop
    Host: Lawrence Berkeley National Laboratory.

  • Aquisicao de imagens digitais em experimentos cientificos: desafios, resultados e perspectivas
    Seminar at Universidade Federal de Ouro Preto
    Host: Andrea Bianchi, UFOP, 2013.

  • Image analysis of experimental data
    Workshop of the Program on Statistical and Computational Methodology for Massive Datasets
    Host: Statistical and Applied Mathematical Sciences Institute (SAMSI), Research Triangle, MD, 2013.

  • Analysis and Visualization of High-throughput Experiments
    Workshop on Driving Discovery: Visualization, Data Management, and Workflow Techniques - Advanced Photon Source, Argonne National Laboratory
    Host: Nicholas Schwarz (APS), Siwei Wang (APS), Ian McNulty (CNM), and C.D. Phatak (EMC), 2013.

  • High School Outreach
    Host: LBNL, 2013.

  • Approaches to retinal image analysis
    VI Annual Berkeley Conference on Translational Research "Improving Access to Eye Care through Translational Research"
    Host: Jorge Cuadros, 2012.

  • Carbon dioxide, traps and x-ray vision
    LBNL CS Diversity High School Outreach Program - Lowell School, San Francisco, CA
    Host: Richard Shapiro, 2012.

  • Computed tomography analysis in multiscale control of geologic CO2
    Free University of Berlin, Germany: Institute of Computer Science and Konrad Zuse Institute of Information Technology, Berlin
    Host: Ingrid Holtz, 2011

  • Quant-CT: segmenting and quantifying computed tomography
    2011 Advanced Light Source User Meeting, "Analyzing Tomographic Data Sets: From the Micro- to the Nano-Scale", Berkeley, CA
    Host: ALS Tomography Workshop

  • From breast cancer to carbon sequestration: image analysis on science applications, 2011
    Fraunhofer HHI, Einsteinufer 37, 10587 Berlin, Germany
    Host: Jurgen Rurainsk

  • Material and medical image segmentation using SRM and fast marching
    Humboldt University, Math Department, Berlin, Germany

  • Imaging science at Lawrence Berkeley National Laboratory
    Panel: Opportunities for Research Outside Academia
    Empowering Leadership Alliance National Meeting: April 2-3, 2011.

  • Enabling a next generation of science breakthroughs via computer science, 2010.
    Grace Hopper Conference, Atlanta, GA;
    Host: Deb Agarwaal;

  • Automated retinopathy screening using ocular fundus images, 2010.
    Computer vision and real world applications, 2007.
    Smith-Kettlewell Eye Research Institute, San Francisco, CA, USA;
    Host: James Coughlan;

  • Data Analysis Using the R for Statistical Computing , 2009.
    Tec-X, Boulder, CO, USA;
    Host: NERSC User Group (NUG);

  • Computer vision applications: leukemia diagnosis, radar images and coffee classification automation, 2007.
    Lawrence Berkeley National Laboratory;
    Host: Edward Wes Bethel;

  • Computer-aided lymphoproliferative leukemia diagnosis, 2004.
    Lawrence Berkeley National Laboratory, DOE, Berkeley, USA;
    Host: J. A. Sethian;

  • Computer-aided lymphoproliferative leukemia diagnosis, 2004.
    Electrical and Computer Engineering Department, University of California, Santa Barbara, USA;
    Host: B.S. Manjunath;

  • Computer Aided Leukemia Diagnosis, 2002.
    Intelligent Systems & Artificial Vision Lab, University of Salerno, Italy;
    Host: Mario Vento.

    In the media (selected)

  • Brain Visualization Prototype

  • Hosting High School student on Annual Job Shadow Day

  • Bioimaging Initiative Activities

  • Leukemia diagnosis using software tools