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Dr.  Marti Marly, Robert

Plana personal

Marti Marly, Robert
Categoria
PROFESSOR AGREGAT
Departament
ARQUITECTURA I TECNOLOGIA DE COMPUTADORS
Àrea de coneixement
ARQUITECTURA I TECNOLOGIA DE COMPUTADORS
Institut
INSTITUT DE RECERCA EN VISIÓ PER COMPUTADOR I ROBÒTICA (VICOROB)
Grup de recerca
Grup de Recerca en Visió per computador i robòtica (VICOROB)
ORCID PRC:
0000-0002-8080-2710

Abstracts

Articles Científics

  • Mercedes Riveira-Martin; Alejandro Rodríguez-Ruiz; Robert Martí; Margarita Chevalier  "Multi-vendor robustness analysis of a commercial artificial intelligence system for breast cancer detection.."  Journal of Medical Imaging  10 (2023):  -.
  • Nicholas Konz, BS; Mateusz Buda, MS; Hanxue Gu, BS; Ashirbani Saha, PhD; Jichen Yang, BS; Jakub Chłędowski, MS; Jungkyu Park, MS; Jan Witowski, MD, PhD; Krzysztof J. Geras, PhD; Yoel Shoshan, BS; Flora Gilboa-Solomo  "A Competition, Benchmark, Code, and Data for Using Artificial Intelligence to Detect Lesions in Digital Breast Tomosynthesis."  Jama Network Open   (2023):  -.
  • Thomas, C.; Byra, M.; Marti, R.; Yap, M. H.; Zwiggelaar, R.  "BUS-Set: A benchmark for quantitative evaluation of breast ultrasound segmentation networks with public datasets.."  Medical Physics  50 (2023):  3223-3243.
  • Vidal,J.; Vallicrosa,G.; Martí,R.; Barnada,M.  "Brickognize: Applying photo-realistic image synthesis for lego bricks recognition with limited data."  Sensors  23 (2023):  1898-.
  • Puig J.;Martí R.;Lladó X.;Corral-Baqués M-I.;Sendrós-Tolsau S.  "Structural changes in subcutaneous and visceral abdominal fatty tissue induced by local application of 448 kHz capacitive resistive monopolar radiofrequency: a magnetic resonance imaging case study."  Lasers in Medical Science  37 (2022):  3739-3748.
  • Md. Kamrul Hasan; Md. Ashraful Alam; Lavsen Dahal; Shidhartho Roy; Sifat Redwan Wahid; Md. Toufick E. Elahi; Robert Martí; Bishesh Khana  "Challenges of deep learning methods for COVID-19 detection using public datasets."  Informatics in Medicine Unlocked  30 (2022):  -.
  • Md. Kamrul Hasan; Md. Toufick E. Elahi; Md. Ashraful Alam; Md. Tasnim Jawad; Robert Martí;  "DermoExpert: Skin lesion classification using a hybrid convolutional neural network through segmentation, transfer learning, and augmentation."  Informatics in Medicine Unlocked  28 (2022):  100819-100819.
  • Khaled, R.;Vidal, J.;Vilanova, JC.;Martí, R.  "A U-Net ensemble for breast lesion segmentation in DCE MRI."  Computers in Biology and Medicine  140 (2022):  -.
  • Vidal, J.;Lin, C-Y.;Martí, R.  "Visual attention and color cues for 6D pose estimation on occluded scenarios using RGB-D data."  Sensors  21 (2021):  8090-.
  • Park, J.;Shoshan, Y.;Martí, R.  "Lessons from the first DBTex Challenge."  Nature Machine Intelligence   (2021):  735-736.
  • Díaz, O.;Rodríguez-Ruiz, A.;Gubern-Mérida, A.;Martí, R.;Chevalier, M.  "¿Son los sistemas de inteligencia artificial una herramienta útil para los programas de cribado de cáncer de mama?."  Radiología  63 (2021):  236-244.
  • Md. Kamrul Hasan, Md. Ashraful Alam, Md. Toufick E Elahi, Shidhartho Roy, and Robert Marti  "DRNet: Segmentation and Localization of Optic Disc and Fovea from Diabetic Retinopathy Image."  Artificial Intelligence in Medicine  111 (2021):  -.
  • Yap, M. H.; Goyal, M.; Osman, F.; Martí, R.; Denton, E.; Juette, A.; Zwiggelaar, R.  "Breast ultrasound region of interest detection and lesion localisation."  Artificial Intelligence in Medicine  107 (2020):  101880-.
  • Agarwal, R.; Díaz, O.; Yap, M.H.; Lladó, X.; Martí, R.  "Deep learning for mass detection in Full Field Digital Mammograms."  Computers in Biology and Medicine  121 (2020):  -.
  • Hasan, M.K.; Dahal, L.; Samarakoon, P. N.; Tushar, F. I.; Marti, R.  "DSNet: Automatic Dermoscopic Skin Lesion Segmentation."  Computers in Biology and Medicine   (2020):  1-25.
  • García, E.;Diez, Y.;Lladó, X.;Gubern-Merida, A.;Martí, R.;Martí, J.;Oliver, A.  "Breast MRI and X-ray mammography registration using gradient values."  Medical Image Analysis  54 (2019):  76-87.
  • Bernal, J.; Kushibar, K.; Sileshi D.; Valverde, S.; Oliver, A.; Marti, R.; Lladó, X.  "Deep convolutional neural networks for brain image analysis on magnetic resonance imaging: a review."  Artificial Intelligence in Medicine  95 (2019):  64-81.
  • Agarwal, R.;Diaz, O.;Lladó, X.;Hoon Yap, M.;Martí, R.  "Automatic mass detection in mammograms using deep convolutional neural networks."  Journal of Medical Imaging  6 (2019):  031409 -.
  • Yap, M.H.;Goyal, M.;Osman, F.;Martí, R.;Denton, E.;Juette, A.;Zwiggelaar, R.  "Breast ultrasound lesions recognition: end-to-end deep learning approaches."  Journal of Medical Imaging  6 (2018):  011007 -.
  • Vidal J.; Lin, CY.; Lladó, X.; Martí, R.  "A method for 6D pose estimation of free-form rigid objects using point pair features on range data."  Sensors  18 (2018):  2678-.
  • Yap, M.H.;Pons, G.;Martí, J.;Ganau, S.;Sentís, M.;Zwiggelaar, R.;Davison, A.K.;Martí, R.  "Automated Breast Ultrasound Lesions Detection Using Convolutional Neural Networks."  IEEE Journal of Biomedical and Health Informatics  22 (2018):  1218 -1226.
  • Agarwal, R.;Diaz, O.;Lladó, X.;Gubern-Mérida, A.;Vilanova, J.C.;Martí, R.  "Lesion Segmentation in Automated 3D Breast Ultrasound: Volumetric Analysis."  Ultrasonic Imaging  40 (2018):  97-112.
  • Garcia, E; Diez, Y; Diaz O; Llado, X; Gubern-Merida, A; Marti, R; Marti, J; Oliver, A.  "Multimodal breast parenchymal patterns correlation using a patient-specific biomechanical model."  IEEE Transactions on Medical Imaging  37 (2018):  712-723.
  • Garcia, E.; Diez, Y.;Diaz, O.;Lladó, X.;Marti, R.;Marti, J.;Oliver, A.  "A step-by-step review on patient-specific biomechanical finite element models for breast MRI to X-ray mammography registration."  Medical Physics  45 (2018):  e6-e31.
  • Garcia, E.; Diaz, O.;Martí, R.; Diez, Y.;Gubern-Mérida, A.;Melcior, S. Martí, J.; Oliver, A.  "Local breast density assessment using reacquired mammographic images."  European Journal of Radiology  93 (2017):  121-127.
  • Velickovski, F.;Ceccaroni, L.;Marti, R.;Burgos, F.;Gistau, C.;Alsina-Restoy, X.;Roca, J.  "Automated spirometry quality assurance: supervised learning from multiple experts."  IEEE Journal of Biomedical and Health Informatics  22 (2017):  276-284.
  • J.Schwaab, Y.Diez, A.Oliver, R.Martí, J.van Zelst, A.Gubern-Mérida, A.Bensouda Mourri, J.Gregori, M.Günther  "Automated quality assessment in 3D breast ultrasound images."  Journal of Medical Imaging  3 (2016):  027002-.
  • Gubern Mérida, Albert; Vreemann, Suzan; Martí Marly, Robert; Meléndez, Jaime; Lardenoije, Susanne; Mann, Ritse M.; Karssemeijer, Nico; Platel, Bram  "Automated detection of breast cancer in false-negative screening MRI studies from women at increased risk."  European Journal of Radiology  85 (2015):  472-479.
  • Oliver, A.;Tortajada, M.;Lladó, X.;Freixenet, J.;Ganau, S.;Tortajada, L.;Vilagran, M.;Sentís, M.;Marti, R.   "Breast density analysis using an automatic density segmentation algorithm."  Journal of Digital Imaging  28 (2015):  604-612.
  • Pons, G.; Martí, J.; Martí, R.; Ganau, S.; Noble, A.  "Breast Lesion Segmentation Combining B-Mode and Elastography Ultrasound."  Ultrasonic Imaging  38 (2015):  209-224.
  • He, W.; Juette, A.;Denton, E.R.E.;Oliver, A.;Martí, R.; Zwiggelaar, R.   "A Review on Automatic Mammographic Density and Parenchymal Segmentation."  International Journal of Breast Cancer  2015 (2015):  artID 276217-.
  • Lemaître G, Martí R, Freixenet J, Vilanova JC, Walker PM, Meriaudeau F.   "Computer-Aided Detection and diagnosis for prostate cancer based on mono and multi-parametric MRI: A review."  Computers in Biology and Medicine  1 (2015):  8-31.
  • Pons, G.;Martí, R.;Ganau, S.;Sentís, M.;Martí, J.   "Computerized Detection of Breast Lesions Using Deformable Part Models in Ultrasound Images."  Ultrasound in Medicine and Biology  40 (2014):  2252-2264.
  • Diez, Y.;Oliver, A.;Cabezas, M.;Valverde, S.;Martí, R.;Vilanova, J.C.;Ramió-Torrentà, LL.;Rovira, A.;Lladó, X.   "Intensity Based Methods for Brain MRI Longitudinal Registration. A Study on Multiple Sclerosis Patients."  Neuroinformatics  12 (2014):  365-379.
  • Tortajada, M.;Oliver, A.;Martí, R.;Ganau, S.;Tortajada, L.;Sentís, M.;Freixenet, J.;Zwiggelaar, R.  "Breast peripheral area correction in digital mammograms."  Computers in Biology and Medicine  50 (2014):  32-40.
  • Gubern, A.;Kallenberg, M.;Platel, B.; Mann, R.M.;Martí, R.; Karssemeijer, N.   "Volumetric Breast Density Estimation from Full-Field Digital Mammograms: A Validation Study."  PLoS One  9 (2014):  1-8.
  • Pons, G.;Martí, J.;Martí, R.;Ganau, S.;Vilanova, J.C.;Noble, J.A.  "Evaluating Lesion Segmentation on Breast Sonography as Related to Lesion Type."  Journal of Ultrasound in Medicine  32 (2013):  1659-1670.
  • Ghose, S.;Oliver, A.;Mitra, J.;Martí, R.;Lladó, X.;Freixenet, J.;Sidibe, D.;Vilanova, J.C.;Comet, J.;Meriaudeau, F.  "A supervised learning framework of statistical shape and probability priors for automatic prostate segmentation in ultrasound images."  Medical Image Analysis  17 (2013):  587-600.
  • Ghose, S.; Oliver, A.; Martí, R.; Lladó, X.; Vilanova, J.C.; Freixenet, J.; Mitra, J.; Sidibé, D.; Meriaudeau, F.  "A survey of prostate segmentation methodologies in ultrasound, magnetic resonance, and computed tomography images."  Computer Methods and Programs in Biomedicine  108 (2012):  262-287.
  • Lladó, X.; Ganiler, O.; Oliver, A.; Martí, R.; Freixenet, J.; Valls, L.; Vilanova, J.C.; Ramió-Torrentà, Ll.; Rovira, A.  "Automated detection of muliple sclarosis lesions in serial brain MRI."  Neuroradiology  54 (2012):  787-807.
  • Mitra, J.; Kato, Z.; Martí, R.; Oliver, A.; Lladó, X.; Sidibe, D.; Ghose, S.; Vilanova, J.C.; Comet, J.; Meriaudeau, F.  "A spline-based non-linear diffeomorphism for prostate multimodal registration ."  Medical Image Analysis  16 (2012):  1259-1279.
  • Díez, Y.; Oliver, A.; Lladó, X.; Martí, J.; Freixenet, J.; Vilanova, J.C.; Martí, R.  "Revisiting intesity based image registration applied to mammography."  IEEE Transactions on Information Technology in Biomedicine  15 (2011):  716-725.
  • Jhimli Mitra; Robert Martí; Arnau Oliver; Xavier Lladó; Soumya Ghose; Joan Carles Vilanova; Fabrice Meriaudeau  "Prostate multimodality image registration based on b-splines and quadrature local energy."  International Journal of Computer Assisted Radiology and Surgery  7 (2011):  445-454.
  • Ghose, S.; Oliver, A.; Martí, R.; Lladó, X.; Freixenet, J.; Mitra, J.; Vilanova, J.C.; Comet, J.; Meriaudeau  "Statistical shape and texture model of quadrature phase information for prostate segmentation ."  International Journal of Computer Assisted Radiology and Surgery  7 (2011):  43-55.
  • Oliver, A.; Lladó, X.; Freixenet, J.; Martí, R.; Perez, E.; Pont, J.; Zwiggelaar, R.  "Influence of using manual or automatic breast density information in a mass detection cad system."  Academic Radiology  17 (2010):  877-883.
  • Lladó, X.; Oliver, A.; Freixenet, J.; Marti, R.; Marti, J.  "A textural approach for mass false positive reduction in mammography."  Computerized Medical Imaging and Graphics  33 (2009):  415-422.
  • Freixenet, J.; Oliver, A.; Lladó, X.; Martí, R.; Pont, J.; Pérez, E.; Zwiggelaar, R.  "Comparing the performance of a mass detection CAD system when using manual and automatic breast density information."  International Journal of Computer Assisted Radiology and Surgery  3 (2008):  S420-S421.
  • Oliver, A.; Freixenet, J.; Martí, R.; Pont, J.; Pérez, E.; Denton, E.R.E.; Zwiggelaar, R.   "A Novel breast tissue density classification methodology."  IEEE Transactions on Information Technology in Biomedicine  12 (2008):  55-65.
  • Torrent, A.; Bardera, A.; Oliver, A.; Freixenet, J.; Boada, I.; Feixas, M.; Martí, R.; Lladó, X.; Pont, J.; Pérez, E.; Pedraza, S.; Marti, J.  "Breast density segmentation: a comparison of clustering and region based techniques."  Lecture Notes in Computer Science  5116/2008 (2008):  009-016.
  • Martí, R.; Marti, J.; Freixenet, J.; Vilanova, J.C.; Barceló, J.; Gubern, A.; Oliver, A.; Lladó, X.  "Intensity based MRI/TRUS data fusion for prostatic guided biopsy."  International Journal of Computer Assisted Radiology and Surgery  3 (2008):  S369-S370.
  • R.Martí; J.Martí; J.Freixenet; R.Zwiggelaar; J.C.Vilanova; J.Barceló   "Optimally discriminant moments for speckle detection in real B-Scan images."  Ultrasonics  48 (2008):  169-181.
  • Tortajada, M.; Martí, R.; Freixenet, J.; Sentís, M.; Fernández, J.  "Image correction and reconstruction for breast biopsy."  Lecture Notes in Computer Science  5116 (2008):  545-552.
  • Freixenet, J.; Oliver, A.; Martí, R.; Lladó, X.; Pont, J.; Pérez, E.; Denton, E.R.E.; Zwiggelaar, R.   "Eigendetection of masses considering false positive reduction and breast density information."  Medical Physics  35 (2008):  1840-1853.
  • Freixenet, J.; Oliver, A.; Llado, X.; Martí, R.; Marti, J.  "Mass eigendetection and the benefits of introducing breast density information."  International Journal of Computer Assisted Radiology and Surgery  2 (2007):  332-334.
  • Raba, D.; Peracaula, M.; Martí, R.; Marti, J.  "On the detection of regions-of-interest in dynamic contrast-enhanced MRI."  Lecture Notes in Computer Science  4477 (2007):  129-136.
  • Martí, R.; Oliver, A.; Raba, D.; Freixenet, J.  "Breast skin-line segmentation using contour growing."  Lecture Notes in Computer Science  4478 (2007):  564-571.
  • Martí, R.; Marti, J.; Freixenet, J.; Vilanova, J.C.; Barceló, J.  "Optimally discriminant moments for speckle detection in real B-Scan images."  Lecture Notes in Computer Science  4478 (2007):  242-249.
  • Bosch, A.; Muñoz, X.; Martí, R.  "Which is the best way to organize/classify images by content? A Review."  Image and Vision Computing  25 (2007):  778-791.
  • Oliver, A.; Llado, X.; Marti, J.; Martí, R.; Freixenet, J.  "False positive reduction in breast mass detection using two-dimensional PCA."  Lecture Notes in Computer Science  4478 (2007):  154-161.
  • Martí, R.; Marti, J.; Freixenet, J.; Vilanova, J.C.; Barceló, J.  "Robust speckle detection in ultrasound images. Evaluation aspects."  Quality Control by Artificial Vision  6356 (2007):  118-125.
  • Martí,R.; Raba,D.; Oliver,A.; Zwiggelaar, R.   "Mammographic registration: proposal and evaluation of a new approach ."  Lecture Notes in Computer Science  4046 (2006):  213-220.
  • Oliver, A.; Freixenet, J.; Martí, R.; Zwiggelaar, R.  "A comparison of breast tissue classification techniques."  Lecture Notes in Computer Science  4191 (2006):  872-879.
  • Martí, R.; Zwiggelaar, R.; Rubin, C.; Denton, E.  "Two-dimensional–three-dimensional correspondence in mammography ."  Cybernetics and Systems  35 (2004):  85-105.
  • Marti, R.; Zwiggelaar R.; Rubin, C.  "Automatic point correspondance and registration based on linear structures."  International Journal of Pattern Recognition and Artificial Intelligence  16 (2002):  331-340.
  • Blot, L.; Davis, A.; Holubinka, M.; Martí, R.; Zwiggelaar, R.  "Automated quality assurance applied to mammographic imaging."  Eurasip Journal on Applied Signal Processing  7 (2002):  736-745.
  • Marti, R.; Zwiggelaar R.; Rubin, C.  "Automatic registration of mammograms based on linear structures."  Lecture Notes in Computer Science  2082 (2001):  162-168.

Articles Pendents de Publicació

  • Gubern-Mérida, A.; Martí, R.; Melendez, J.; Hauth, J.L.; Mann, R.M.;Karssemeijer, N.; Platel, B.  "Automated localization of breast cancer in DCE-MRI."  Medical Image Analysis  20 (2015):  265-274.
  • Gubern, A;Kallenberg, M;Mann, R.M.;Martí, R.;Karrsemeijer, N.  "Breast segmentation and density estimation in breast MRI: A fully automatic framework."  IEEE Journal of Biomedical and Health Informatics  19 (2014):  349-357.

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