Catarina Barata

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Jorge S. MarquesInstitute for Systems and Robotics (ISR/IST), LARSyS, Instituto Superior Técnico, Univ. LisboaVerified email at isr.tecnico.ulisboa.pt
M. Emre Celebi, SPIE FellowProfessor and Chair, Department of Computer Science and Engineering, University of Central ArkansasVerified email at uca.edu
Philipp TschandlMedical University of ViennaVerified email at meduniwien.ac.at
Allan HalpernMemorial Sloan Kettering Cancer CenterVerified email at mskcc.org
Alceu BissotoUniversity of BernVerified email at unibe.ch
Marc CombaliaBuilding at SPEEDRUN 2024. Prev: Head of AI Skin Cancer @ Hospital Clinic of BarcelonaVerified email at clinic.cat
Veronica RotembergMemorial Sloan-Kettering Cancer CenterVerified email at duke.edu
Soyer HPChair in Dermatology, The University of Queensland, Frazer InstituteVerified email at uq.edu.au
Harald KittlerMedical University of Vienna, AustriaVerified email at meduniwien.ac.at
Carlos SantiagoInstitute for Systems and Robotics (ISR/IST), LARSyS, Instituto Superior Técnico, Univ LisboaVerified email at tecnico.ulisboa.pt
Jacinto C. NascimentoInstitute for Systems and Robotics (ISR/IST), LARSyS, Instituto Superior TécnicoVerified email at isr.ist.utl.pt
Noel CodellaPrincipal Researcher @ MicrosoftVerified email at microsoft.com
Sandra AvilaProfessor of Computer Science, University of Campinas (Unicamp)Verified email at ic.unicamp.br
Pascale GuiteraMelanoma Institute Australia; University of Sydney, Melanoma Diagnostic Centre, RPAHVerified email at melanoma.org.au
Roxana Daneshjou, MD, PhDAssistant Professor of Biomedical Data Science and Dermatology, Stanford UniversityVerified email at stanford.edu
Brigid Betz-StableinThe University of Queensland Diamantina Institute, Dermatology Research CentreVerified email at uq.edu.au
Konstantinos LiopyrisResearch Consultant, Memorial Sloan Kettering Cancer Center; Dermatologist, 1st UniversityVerified email at mskcc.org
Brian HelbaKitware Inc.Verified email at kitware.com
Kivanc KoseMemorial Sloan Kettering Cancer CenterVerified email at ee.bilkent.edu.tr
Eric R Tkaczyk, M.D., Ph.D.Department of VA, Vanderbilt University, University of TartuVerified email at vumc.org

Catarina Barata

Institute for Systems and Robotics (ISR/IST), LARSyS, Instituto Superior Técnico, Univ Lisboa

Verified email at tecnico.ulisboa.pt - Homepage

Machine Learning Explainable AI Medical Image Analysis Healthcare Data Skin Image Analysis


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Two systems for the detection of melanomas in dermoscopy images using texture and color features C Barata, M Ruela, M Francisco, T Mendonça, JS Marques IEEE Systems Journal 8 (3), 965-979, 2014	486	2014
Improving dermoscopy image classification using color constancy C Barata, ME Celebi, JS Marques IEEE journal of biomedical and health informatics 19 (3), 1146-1152, 2015	260	2015
A survey of feature extraction in dermoscopy image analysis of skin cancer C Barata, ME Celebi, JS Marques IEEE journal of biomedical and health informatics 23 (3), 1096-1109, 2018	219	2018
Skin cancer classification via convolutional neural networks: systematic review of studies involving human experts S Haggenmüller, RC Maron, A Hekler, JS Utikal, C Barata, RL Barnhill, ... European Journal of Cancer 156, 202-216, 2021	213	2021
A System for the Detection of Pigment Network in Dermoscopy Images Using Directional Filters C Barata, J Marques, J Rozeira IEEE Transactions on Biomedical Imaging 59 (10), 2744-2754, 2012	156	2012
Explainable skin lesion diagnosis using taxonomies C Barata, ME Celebi, JS Marques Pattern Recognition 110, 107413, 2021	115	2021
Checklist for evaluation of image-based artificial intelligence reports in dermatology: CLEAR derm consensus guidelines from the international skin imaging collaboration … R Daneshjou, C Barata, B Betz-Stablein, ME Celebi, N Codella, ... JAMA dermatology 158 (1), 90-96, 2022	98	2022
PH2: A public database for the analysis of dermoscopic images TF Mendonca, ME Celebi, T Mendonca, JS Marques Dermoscopy Image Analysis, 2015	94	2015
A survey on deep learning for skin lesion segmentation Z Mirikharaji, K Abhishek, A Bissoto, C Barata, S Avila, E Valle, ME Celebi, ... Medical Image Analysis 88, 102863, 2023	71	2023
A system for the detection of melanomas in dermoscopy images using shape and symmetry features M Ruela, C Barata, JS Marques, J Rozeira Computer Methods in Biomechanics and Biomedical Engineering: Imaging …, 2017	70	2017
Development of a clinically oriented system for melanoma diagnosis C Barata, ME Celebi, JS Marques Pattern Recognition 69, 270-285, 2017	67	2017
A bag-of-features approach for the classification of melanomas in dermoscopy images: The role of color and texture descriptors C Barata, M Ruela, T Mendonça, JS Marques Computer vision techniques for the diagnosis of skin cancer, 49-69, 2013	62	2013
Deep Learning For Skin Cancer Diagnosis With Hierarchical Architectures C Barata, JS Marques 2019 IEEE 16th International Symposium on Biomedical Imaging (ISBI 2019 …, 2019	61	2019
Melanoma detection algorithm based on feature fusion C Barata, ME Celebi, JS Marques 2015 37th Annual International Conference of the IEEE Engineering in …, 2015	54	2015
Improving dermoscopy image analysis using color constancy C Barata, JS Marques, ME Celebi 2014 IEEE International Conference on Image Processing (ICIP), 3527-3531, 2014	52	2014
Deep attention model for the hierarchical diagnosis of skin lesions C Barata, JS Marques, M Emre Celebi Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2019	48	2019
On the role of texture and color in the classification of dermoscopy images JS Marques, C Barata, T Mendonça Engineering in Medicine and Biology Society (EMBC), 2012 Annual …, 2012	47	2012
Bag-of-features classification model for the diagnose of melanoma in dermoscopy images using color and texture descriptors C Barata, JS Marques, T Mendonça Image Analysis and Recognition: 10th International Conference, ICIAR 2013 …, 2013	44	2013
A reinforcement learning model for AI-based decision support in skin cancer C Barata, V Rotemberg, NCF Codella, P Tschandl, C Rinner, BN Akay, ... Nature Medicine 29 (8), 1941-1946, 2023	41	2023
Color identification in dermoscopy images using gaussian mixture models C Barata, MAT Figueiredo, ME Celebi, JS Marques 2014 IEEE International Conference on Acoustics, Speech and Signal …, 2014	40	2014

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