MICLab

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About usLearn more about MICLab

What does MICLAb mean?

MICLab stands for Medical Image and Computing Laboratory. We're based at the State University of Campinas - UNICAMP's Electrical Engineering and Computer Sciences Institute. The lab was created under the leadership of Roberto Lotufo and Letícia Rittner to be a focal point for the majority of the students under their supervision that work with Medical Imaging.

We´re studying the brain!

Our goal is to develop methods and algorithms to analyze medical images and data, such as Structural MRI, Diffusion-MRI and MR Spectroscopy. We participate in the Brazilian Institute of Neuroscience and Neurotechnology - BRAINN, a research project sponsored by FAPESP.

Collaborative environment

We are interested in the development of quantitative methods applied to the structures of the brain, together with their automatic or assisted identification and segmentation. Methods are developed under an open source philosophy, in collaborative web-based environment, aiming towards an interdisciplinary and translational research .

Our teamThis is our awesome team!

Letícia Rittner

Principal Investigator

Assistant Professor at the School of Electrical and Computer Engineering, UNICAMP. Her main interests are Medical Imaging, Image Processing and Analysis, Image Segmentation and Pattern Recognition

Letícia Rittner

Principal Investigator
Letícia Rittner graduated in electrical engineering (1994), earning MSc (2004) and PhD (2009) degrees from the University of Campinas, with a 6-month internship at the Montreal Neurological Institute, McGill University, Canada. She is an assistant professor at the School of Electrical and Computer Engineering, University of Campinas (Unicamp), Brazil. She was a postdoc at the School of Medicine at the University of Pennsylvania (2012). Her research feldd is Medical Image Processing and Analysis, focused particularly on Magnetic Resonance Imaging of the brain. She is part of the Brazilian Institute of Neuroscience and Neurotechnology - BRAINN (FAPESP-CEPID).

Roberto Lotufo

Principal Investigator

Professor at the School of Electrical and Computer Engineering, UNICAMP. Studies Image Processing and Analysis, Mathematical Morphology, Image Segmentation, Medical Imaging and Machine Learning.

Roberto Lotufo

Principal Investigator
Roberto A. Lotufo received the B.S. degree from Instituto Tecnológico de Aeronautica, Brazil, in 1978, and the Ph.D. degree from the University of Bristol, U.K., in 1990, in Electrical Engineering. He is a full professor at the School of Electrical and Computer Engineering, University of Campinas (Unicamp), Brazil, were he has worked for since 1981. He was a visiting professor at University of Pennsylvania - USA (1992), McGill University - Canada (1994), University of New Mexico - USA (1996) and Paris School of Mines - France (2000). His principal research interests are in the areas of Image Processing and Analysis, Pattern Recognition and Machine Learning. Prof. Lotufo has published over 150 refereed international journal and full conference papers. He was awarded the Innovation Personality in 2008 and the Zeferino Vaz Academic Recognition in 2011 from University of Campinas. He is one of the principal investigator of the Brazilian Institute of Neuroscience and Neurotechnology - BRAINN (FAPESP-CEPID). Publication lists: <ul> <li><a href="http://scholar.google.com.br/citations?user=IQt4hvoAAAAJ">Google Citation</a></li> <li><a href="http://www.researcherid.com/rid/C-1496-2009">Research Id</a></li> <li><a href="http://www.researchgate.net/profile/Roberto_Lotufo/">Research Gate</a></li> <li><a href="http://www.unicamp.br/sipex/CurriculoPesquisador/curriculo.html?id=1036">Sipex</a> - Unicamp curriculum (in Portuguese)</li> <li><a href="http://lattes.cnpq.br/9224426261471914">Lattes Curriculum</a> - CNPq curriculum (in Portuguese)</li> </ul>

StudentsMICLab students

Gustavo Retuci Pinheiro

PhD Candidate

Ph.D. candidate working on Diffusion Tensor Imaging Processing.

Gustavo Retuci Pinheiro

PhD Candidate
Ph.D. candidate working on Diffusion Tensor Imaging Processing. His principal interests are: <ul> <li>Medical Imaging</li> <li>DTI</li> <li>DWI</li> <li>Image Processing</li> </ul>   <h3><strong>Profiles:</strong></h3> <ul> <li><a href="https://www.researchgate.net/profile/Gustavo_Retuci_Pinheiro"><strong>Research Gate</strong></a></li> <li><strong><a href="http://buscatextual.cnpq.br/buscatextual/visualizacv.do?id=K4300970Y1">Lattes</a></strong></li> </ul>

Jean Antonio Ribeiro

PhD Candidate

Ph.D. candidate working on Segmentation of Lung Lobes using Deep Learning.

Jean Antonio Ribeiro

PhD Candidate
Ph.D. candidate working on Segmentation of Lung Lobes using Deep Learning. His principal interests are: <ul> <li>Algorithm Optimization</li> <li>Computer Vision</li> <li>Deep Learning</li> <li>Medical Image Processing</li> <li>Image Segmentation and Classification</li> </ul>   <h3><strong>Profiles:</strong></h3> <ul> <li><strong><a href="http://lattes.cnpq.br/3365110652150024">Lattes</a></strong></li> </ul>

Beatriz Celante Vicente

MSc Candidate

M.Sc. candidate.

Beatriz Celante Vicente

MSc Candidate
More information coming soon.   <h3><strong>Profiles:</strong></h3> <ul> <li><a href="https://miclab.fee.unicamp.br/miclab-students#"><strong>Research Gate</strong></a></li> <li><strong><a href="http://lattes.cnpq.br/6185381964199613">Lattes</a></strong></li> </ul>

Bruno Rangel dos Santos

MSc Candidate

M.Sc. candidate.

Bruno Rangel dos Santos

MSc Candidate
M.Sc. candidate. His principal interests are: <ul> <li>Medical Image Processing</li> <li>Machine Learning</li> <li>Ultrasound Imaging</li> <li>Pattern Recognition</li> </ul>   <h3><strong>Profiles:</strong></h3> <ul> <li><a href="https://miclab.fee.unicamp.br/miclab-students#"><strong>Research Gate</strong></a></li> <li><strong><a href="http://lattes.cnpq.br/1604748680989808">Lattes</a></strong></li> </ul>

Joany do Socorro

PHD Candidate

Ph.D. candidate working on DTI-based Corpus Callosum segmentation.

Joany do Socorro

PHD Candidate
M.Sc. candidate working on DTI-based Corpus Callosum segmentation. Her principal interests are: <ul> <li>Magnetic Resonance Imaging (MRI)</li> <li>Image segmentation</li> <li>Corpus Callosum</li> <li>Deep Learning</li> </ul>   <h3><strong>Profiles:</strong></h3> <ul> <li><a href="https://miclab.fee.unicamp.br/miclab-students#"><strong>Research Gate</strong></a></li> <li><strong><a href="http://lattes.cnpq.br/92651730720909085">Lattes</a></strong></li> </ul>

Nathan Shen Baldon

SCIENTIFIC INITIATION STUDENT

Undergraduate student working on skin lesion analysis using multispectral images captured by a low-cost device.

Nathan Shen Baldon

SCIENTIFIC INITIATION STUDENT
Undergraduate student working on skin lesion analysis using multispectral images captured by a low-cost device. His main interests are: - Medical Imaging - Multispectral Imaging - Image Processing   <h3><strong>Profiles:</strong></h3> <ul> <li><strong><a href="http://lattes.cnpq.br/0891465479118771">Lattes</a></strong></li> </ul>

Caio Pinheiro Santana

PHD CANDIDATE

Ph.D. candidate working on Brain Diffusion MRI Processing.

Caio Pinheiro Santana

PHD CANDIDATE
<div>Ph.D. candidate working on Brain Diffusion MRI Processing. His principal interests are:</div> <div>-     Medical Imaging</div> <div>-     Diffusion MRI</div> <div>-     Image Processing</div> <div>-     Deep Learning</div> <div></div> <div></div> <div> <h3><strong>Profiles:</strong></h3> <ul> <li><a href="https://www.researchgate.net/profile/Caio-Santana-3"><strong>Research Gate</strong></a></li> <li><strong><a href="http://lattes.cnpq.br/6045750620219171">Lattes</a></strong></li> </ul> </div>

Mateus Oliveira da Silva

MSC CANDIDATE

M.Sc. candidate working on Diffusion Magnetic Resonance Images using Deep Learning.

Mateus Oliveira da Silva

MSC CANDIDATE
<span style="font-weight: 400;">M.Sc. candidate working on Magnetic Resonance Spectroscopy signal processing using Deep Learning. His principal interests are:</span> <ul> <li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">Deep Learning</span></li> <li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">Diffusion Magnetic Resonance Images</span></li> <li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">Image Processing</span></li> </ul>   <h3><strong>Profiles:</strong></h3> <ul> <li><strong><a href="http://lattes.cnpq.br/3432259259370525">Lattes</a></strong></li> </ul>

Gabriel Martins Dias

MSC candidate

M.Sc. candidate working on Magnetic Resonance Spectroscopy signal processing using Deep Learning.

Gabriel Martins Dias

MSC candidate
<span style="font-weight: 400;">M.Sc. candidate working on Magnetic Resonance Spectroscopy signal processing using Deep Learning. His principal interests are:</span> <ul> <li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">Magnetic Resonance Spectroscopy</span></li> <li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">Deep Learning</span></li> <li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">Medical Imaging</span></li> <li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">Signal Processing</span></li> </ul>   <h3><strong>Profiles:</strong></h3> <ul> <li><strong><a href="http://lattes.cnpq.br/0576036812532468">Lattes</a></strong></li> </ul>

Wesna Simone de Araujo

MSC candidate

M.Sc. candidate working on Magnetic Resonance Spectroscopy signal processing using Deep Learning.

Wesna Simone de Araujo

MSC candidate
M.Sc. candidate working on Magnetic Resonance Spectroscopy signal processing using Deep Learning. Her principal interests are: <ul> <li>Magnetic Resonance Spectroscopy</li> <li>Deep Learning</li> <li>Medical Imaging</li> <li>Signal Processing</li> </ul>

Letícia Levin Diniz

SCIENTIFIC INITIATION STUDENT

Undergraduate student working on Magnetic Resonance Spectroscopy signal representation.

Letícia Levin Diniz

SCIENTIFIC INITIATION STUDENT
Undergraduate student working on Magnetic Resonance Spectroscopy signal representation. Her interests are: <ul> <li>Magnetic Resonance Spectroscopy</li> <li>Spectogram</li> <li>Signal Processing</li> </ul>

Suellen Sena da Silva

MSC candidate

M.Sc. candidate working on quality control for corpus callosum segmentation in MRI using deep learning.

Suellen Sena da Silva

MSC candidate
M.Sc. candidate working on quality control for corpus callosum segmentation in MRI using deep learning.

Felipe Hiroshi Inazumi

SCIENTIFIC INITIATION STUDENT

Undergraduate student working on hyperspectral imaging segmentation.

Felipe Hiroshi Inazumi

SCIENTIFIC INITIATION STUDENT
<div>Undergraduate student working on hyperspectral imaging segmentation. His main interests are:</div> <ul> <li>Medical Imaging</li> <li>Hyperspectral Imaging</li> <li>Image Segmentation</li> </ul>

About usLearn more about MICLab

What does MICLAb mean?

MICLab stands for Medical Image and Computing Laboratory. We´re based at the State University of Campinas - UNICAMP´s Electrical Engineering and Computer Sciences Institute. The lab was created under the leadership of Roberto Lotufo and Letícia Rittner to be a focal point for the majority of the students under their supervision that work with Medical Imaging.

We´re studying the brain!

Our goal is to develop methods and algorithms to analyze medical images and data, such as Structural MRI, Diffusion-MRI and MR Spectroscopy. We participate in the Brazilian Institute of Neuroscience and Neurotechnology - BRAINN, a research project sponsored by FAPESP.

Collaborative environment

We are interested in the development of quantitative methods applied to the structures of the brain, together with their automatic or assisted identification and segmentation. Methods are developed under an open source philosophy, in collaborative web-based environment, aiming towards an interdisciplinary and translational research .

Former StudentsMICLab former students

Thays Abreu

Post-doc

Post-doc at Unicamp working in Medical Data Quality Control.

Thays Abreu

Post-doc
Post-doc at Unicamp working in Medical Data Quality Control. Her principal interest are: <ul> <li>Magnetic Resonance Image quality</li> <li>Magnetic Resonance Spectroscopy quality</li> <li>Pattern Recognition</li> <li>Outlier identification techniques</li> </ul>   <h3><strong>Profiles:</strong></h3> <ul> <li><strong><a href="https://lattes.cnpq.br/1515712838582606">Lattes</a></strong></li> </ul>

Danilo Pereira

PhD Candidate

Ph.D. candidate working on Multi-voxel Spectroscopic Imaging (MRSI).

Danilo Pereira

PhD Candidate
Ph.D. candidate working on Multi-voxel Spectroscopic Imaging (MRSI). His principal interests are: <ul> <li>Magnetic Resonance Spectroscopy (MRS)</li> <li>Image Registration</li> <li>Medical Imaging</li> <li>Image Processing</li> </ul>   <h3><strong>Profiles:</strong></h3> <ul> <li><strong><a href="http://lattes.cnpq.br/0492144789074887">Lattes</a></strong></li> </ul>

Diedre Carmo

PhD Candidate

Ph.D. candidate working on Brain Tumor and Structure Segmentation using Deep Learning.

Diedre Carmo

PhD Candidate
Ph.D. candidate working on Brain Tumor and Structure Segmentation using Deep Learning. His principal interests are: <ul> <li>Computer Vision</li> <li>Deep Learning</li> <li>Medical Imaging</li> <li>Image Segmentation and Classification</li> </ul>   <h3><strong>Profiles:</strong></h3> <ul> <li><a href="https://www.researchgate.net/profile/Diedre_Carmo"><strong>Research Gate</strong></a></li> <li><strong><a href="http://lattes.cnpq.br/6252748421778841">Lattes</a></strong></li> </ul>

Lívia Rodrigues

PhD Candidate

PhD candidate working with brain MR image segmentation using CNN's.

Lívia Rodrigues

PhD Candidate
PhD candidate working with brain MR image segmentation using CNN's. Her principal interests are: <ul> <li>Medical Image Processing</li> <li>Deep Learning</li> <li>Machine Learning</li> <li>Pattern Recognition</li> </ul>   <h3><strong>Profiles:</strong></h3> <ul> <li><strong><a href="https://lattes.cnpq.br/1515712838582606">Lattes</a></strong></li> </ul>

Bernardo Salvador Grael

Scientific Initiation Student

Undergraduate student working on low-cost hyperspectral image device.

Bernardo Salvador Grael

Scientific Initiation Student
Undergraduate student working on low-cost hyperspectral image device. His principal interests are: <ul> <li>Hyperspectral Imaging</li> <li>Low-cost device</li> <li>Skin lesion analysis</li> <li>Lupus Eritemathosus Systemic (LES)</li> </ul>   <h3><strong>Profiles:</strong></h3> <ul> <li><strong><a href="http://lattes.cnpq.br/9305677862002975">Lattes</a></strong></li> </ul>

Renata Prôa

Scientific Initiation Student

Undergraduate student working on low-cost hyperspectral image device.

Renata Prôa

Scientific Initiation Student
Undergraduate student working on low-cost hyperspectral image device. Her principal interests are: <ul> <li>Mathematical Modeling</li> <li>Deep Learning</li> <li>Medical Imaging</li> <li>Neuroscience</li> </ul>

Irene Fantini

Collaborator

Ph.D in analysis of MRI quality using deep learning.

Irene Fantini

Collaborator
Ph.D in analysis of MRI quality using deep learning. Her principal interests are: <ul> <li>Magnetic Resonance Imaging reconstruction</li> <li>Magnetic Resonance Image quality</li> <li>Machine Learning</li> <li>Deep Learning</li> </ul>   <h3><strong>Profiles:</strong></h3> <ul> <li><a href="https://www.researchgate.net/profile/Irene_Fantini"><strong>Research Gate</strong></a></li> <li><strong><a href="http://lattes.cnpq.br/6676235701628232">Lattes</a></strong></li> </ul>

Mariana Pinheiro

Collaborator

Post-doc in University of Calgary working on Medical Imaging Processing to analyze brain abnormalities on MR images.

Mariana Pinheiro

Collaborator
Post-doc in University of Calgary working on Medical Imaging Processing to analyze brain abnormalities on MR images. Her principal interests are: <ul> <li>Magnetic Resonance Imaging</li> <li>Brain abnormalities</li> <li>Texture Analysis</li> <li>Medical Image Classification</li> </ul>   <h3><strong>Profiles:</strong></h3> <ul> <li><a href="https://www.researchgate.net/profile/Mariana_Bento2"><strong>Research Gate</strong></a></li> <li><strong><a href="http://lattes.cnpq.br/3166488236335695">Lattes</a></strong></li> </ul>

Roberto Souza

Collaborator

University of Calgary Assistant Professor working on dynamic MR reconstruction.

Roberto Souza

Collaborator
University of Calgary Assistant Professor working on dynamic MR reconstruction. His principal interests are: <ul> <li>Skull-stripping</li> <li>Carotid imaging</li> <li>Public databases</li> <li>Machine learning</li> <li>Deep learning</li> </ul>   <h3><strong>Profiles:</strong></h3> <ul> <li><a href="https://www.researchgate.net/profile/Roberto_Souza4"><strong>Research Gate</strong></a></li> <li><strong><a href="http://lattes.cnpq.br/0692029921953122">Lattes</a></strong></li> </ul>