Robert Marti

ORCID

Publication Activity (10 Years)

Years Active: 2000-2024
Publications (10 Years): 13

Top Venues

Digital Mammography / IWDM

CoRR

IEEE J. Biomed. Health Informatics

Medical Image Anal.

ETH Zurich, Zürich, Switzerland (PHD)

Education History

ETH Zurich, Zürich, Switzerland

PHD

Publications

Kendall Schmidt, Ben Bearce, Ken Chang, Laura Coombs, Keyvan Farahani, Marawan Elbatel, Kaouther Mouhebe, Robert Marti, Ruipeng Zhang, Yao Zhang, Yanfeng Wang, Yaojun Hu, Haochao Ying, Yuyang Xu, Conrad Testagrose, Mutlu Demirer, Vikash Gupta, Ünal Akünal, Markus Bujotzek, Klaus H. Maier-Hein, Yi Qin, Xiaomeng Li, Jayashree Kalpathy-Cramer, Holger R. Roth
Fair Evaluation of Federated Learning Algorithms for Automated Breast Density Classification: The Results of the 2022 ACR-NCI-NVIDIA Federated Learning Challenge. CoRR (2024)
Kendall Schmidt, Benjamin Bearce, Ken Chang, Laura Coombs, Keyvan Farahani, Marawan Elbatel, Kaouther Mouhebe, Robert Marti, Ruipeng Zhang, Ya Zhang, Yanfeng Wang, Yaojun Hu, Haochao Ying, Yuyang Xu, Conrad Testagrose, Mutlu Demirer, Vikash Gupta, Ünal Akünal, Markus Bujotzek, Klaus H. Maier-Hein, Yi Qin, Xiaomeng Li, Jayashree Kalpathy-Cramer, Holger R. Roth
Fair evaluation of federated learning algorithms for automated breast density classification: The results of the 2022 ACR-NCI-NVIDIA federated learning challenge. Medical Image Anal. 95 (2024)
Basel Alyafi, Oliver Díaz, Robert Marti
DCGANs for realistic breast mass augmentation in x-ray mammography. Medical Imaging: Computer-Aided Diagnosis (2020)
Basel Alyafi, Oliver Díaz, Joan Carles Vilanova, Javier del Riego, Robert Marti
Quality analysis of DCGAN-generated mammography lesions. CoRR (2019)
Eloy García, Yago Diez, Oliver Díaz, Xavier Lladó, Albert Gubern-Mérida, Robert Marti, Joan Martí, Arnau Oliver
Multimodal Breast Parenchymal Patterns Correlation Using a Patient-Specific Biomechanical Model. IEEE Trans. Medical Imaging 37 (3) (2018)
Giovanni Trovini, Christian Napoli, Robert Marti, Amaya Martin, Alessandro Bria, Claudio Marrocco, Mario Molinara, Francesco Tortorella, Oliver Díaz
A deep learning framework for micro-calcification detection in 2D mammography and C-view. IWBI (2018)
Filip Velickovski, Luigi Ceccaroni, Robert Marti, Felip Burgos, Concepcion Gistau, Xavier Alsina-Restoy, Josep Roca
Automated Spirometry Quality Assurance: Supervised Learning From Multiple Experts. IEEE J. Biomed. Health Informatics 22 (1) (2018)
Moi Hoon Yap, Gerard Pons, Joan Martí, Sergi Ganau, Melcior Sentís, Reyer Zwiggelaar, Adrian K. Davison, Robert Marti
Automated Breast Ultrasound Lesions Detection Using Convolutional Neural Networks. IEEE J. Biomed. Health Informatics 22 (4) (2018)
José Bernal, Kaisar Kushibar, Daniel S. Asfaw, Sergi Valverde, Arnau Oliver, Robert Marti, Xavier Lladó
Deep convolutional neural networks for brain image analysis on magnetic resonance imaging: a review. CoRR (2017)
Eloy García, Arnau Oliver, Yago Diez, Oliver Díaz, Xavier Lladó, Robert Marti, Joan Martí
Similarity Metrics for Intensity-Based Registration Using Breast Density Maps. IbPRIA (2017)
Eloy García, Arnau Oliver, Oliver Díaz, Yago Diez, Albert Gubern-Mérida, Robert Marti, Joan Martí
Mapping 3D breast lesions from full-field digital mammograms using subject-specific finite element models. Medical Imaging: Image-Guided Procedures (2017)
Guillaume Lemaitre, Robert Marti, Mojdeh Rastgoo, Fabrice Mériaudeau
Computer-aided detection for prostate cancer detection based on multi-parametric magnetic resonance imaging. EMBC (2017)
Oliver Díaz, Arnau Oliver, Sergi Ganau, Eloy García, Joan Martí, Melcior Sentís, Robert Marti
Feasibility of Depth Sensors to Study Breast Deformation During Mammography Procedures. Digital Mammography / IWDM (2016)
Albert Gubern-Mérida, Michiel Kallenberg, Ritse Mann, Robert Marti, Nico Karssemeijer
Breast Segmentation and Density Estimation in Breast MRI: A Fully Automatic Framework. IEEE J. Biomed. Health Informatics 19 (1) (2015)
Albert Gubern-Mérida, Robert Marti, Jaime Melendez, Jakob L. Hauth, Ritse M. Mann, Nico Karssemeijer, Bram Platel
Automated localization of breast cancer in DCE-MRI. Medical Image Anal. 20 (1) (2015)
Arnau Oliver, Meritxell Tortajada, Xavier Lladó, Jordi Freixenet, Sergi Ganau, Lidia Tortajada, Mariona Vilagran, Melcior Sentís, Robert Marti
Breast Density Analysis Using an Automatic Density Segmentation Algorithm. J. Digit. Imaging 28 (5) (2015)
Guillaume Lemaitre, Robert Marti, Jordi Freixenet, Joan Carles Vilanova, Paul Michael Walker, Fabrice Mériaudeau
Computer-Aided Detection and diagnosis for prostate cancer based on mono and multi-parametric MRI: A review. Comput. Biol. Medicine 60 (2015)
Yago Diez, Arnau Oliver, Mariano Cabezas, Sergi Valverde, Robert Marti, Joan Carles Vilanova, Lluís Ramió-Torrentà, Alex Rovira, Xavier Lladó
Intensity Based Methods for Brain MRI Longitudinal Registration. A Study on Multiple Sclerosis Patients. Neuroinformatics 12 (3) (2014)
Meritxell Tortajada, Arnau Oliver, Robert Marti, Sergi Ganau, Lidia Tortajada, Melcior Sentís, Jordi Freixenet, Reyer Zwiggelaar
Breast peripheral area correction in digital mammograms. Comput. Biol. Medicine 50 (2014)
Yago Diez, Albert Gubern-Mérida, Lei Wang, Susanne Diekmann, Joan Martí, Bram Platel, Johanna Kramme, Robert Marti
Comparison of Methods for Current-to-Prior Registration of Breast DCE-MRI. Digital Mammography / IWDM (2014)
Robert Marti, Yago Diez, Arnau Oliver, Meritxell Tortajada, Reyer Zwiggelaar, Xavier Lladó
Detecting Abnormal Mammographic Cases in Temporal Studies Using Image Registration Features. Digital Mammography / IWDM (2014)
Joan Massich, Fabrice Mériaudeau, Melcior Sentís, Sergi Ganau, Elsa Pérez, Domenec Puig, Robert Marti, Arnau Oliver, Joan Martí
SIFT Texture Description for Understanding Breast Ultrasound Images. Digital Mammography / IWDM (2014)
Sigit Widiyanto, Xavier Cufí, Marc Rubio, Israel Muñoz, Elena Fulladosa, Robert Marti
Automatic Intra Muscular Fat Analysis on Dry-Cured Ham Slices. IbPRIA (2013)
Soumya Ghose, Arnau Oliver, Jhimli Mitra, Robert Marti, Xavier Lladó, Jordi Freixenet, Desire Sidibé, Joan Carles Vilanova, Josep Comet, Fabrice Mériaudeau
A supervised learning framework of statistical shape and probability priors for automatic prostate segmentation in ultrasound images. Medical Image Anal. 17 (6) (2013)
Gerard Pons, Robert Marti, Sergi Ganau, Melcior Sentís, Joan Martí
Feasibility Study of Lesion Detection Using Deformable Part Models in Breast Ultrasound Images. IbPRIA (2013)
Albert Gubern-Mérida, Lei Wang, Michiel Kallenberg, Robert Marti, Horst K. Hahn, Nico Karssemeijer
Breast segmentation in MRI: quantitative evaluation of three methods. Medical Imaging: Image Processing (2013)
Yago Diez, Meritxell Tortajada, Sergi Ganau, Lidia Tortajada, Melcior Sentís, Robert Marti
Demons Methods for Digital Mammography Registration. IbPRIA (2013)
Soumya Ghose, Jhimli Mitra, Arnau Oliver, Robert Marti, Xavier Lladó, Jordi Freixenet, Joan Carles Vilanova, Josep Comet, Desire Sidibé, Fabrice Mériaudeau
A Supervised Learning Framework for Automatic Prostate Segmentation in Trans Rectal Ultrasound Images. ACIVS (2012)
Jhimli Mitra, Robert Marti, Arnau Oliver, Xavier Lladó, Soumya Ghose, Joan Carles Vilanova, Fabrice Mériaudeau
Prostate multimodality image registration based on B-splines and quadrature local energy. Int. J. Comput. Assist. Radiol. Surg. 7 (3) (2012)
Soumya Ghose, Arnau Oliver, Robert Marti, Xavier Lladó, Jordi Freixenet, Jhimli Mitra, Joan Carles Vilanova, Fabrice Mériaudeau
A hybrid framework of multiple active appearance models and global registration for 3D prostate segmentation in MRI. Medical Imaging: Image Processing (2012)
Soumya Ghose, Jhimli Mitra, Arnau Oliver, Robert Marti, Xavier Lladó, Jordi Freixenet, Joan Carles Vilanova, Josep Comet, Désiré Sidibé, Fabrice Mériaudeau
Spectral clustering of shape and probability prior models for automatic prostate segmentation. EMBC (2012)
Jhimli Mitra, Zoltan Kato, Robert Marti, Arnau Oliver, Xavier Lladó, Desire Sidibé, Soumya Ghose, Joan Carles Vilanova, Josep Comet, Fabrice Mériaudeau
A spline-based non-linear diffeomorphism for multimodal prostate registration. Medical Image Anal. 16 (6) (2012)
Soumya Ghose, Jhimli Mitra, Arnau Oliver, Robert Marti, Xavier Lladó, Jordi Freixenet, Joan Carles Vilanova, Josep Comet, Desire Sidibé, Fabrice Mériaudeau
A Mumford-Shah functional based variational model with contour, shape, and probability prior information for prostate segmentation. ICPR (2012)
Meritxell Tortajada, Arnau Oliver, Robert Marti, Mariona Vilagran, Sergi Ganau, Lidia Tortajada, Melcior Sentís, Jordi Freixenet
Adapting Breast Density Classification from Digitized to Full-Field Digital Mammograms. Digital Mammography / IWDM (2012)
Soumya Ghose, Jhimli Mitra, Arnau Oliver, Robert Marti, Xavier Lladó, Jordi Freixenet, Joan Carles Vilanova, Josep Comet, Desire Sidibé, Fabrice Mériaudeau
Graph cut energy minimization in a probabilistic learning framework for 3D prostate segmentation in MRI. ICPR (2012)
Jhimli Mitra, Zoltan Kato, Soumya Ghose, Desire Sidibé, Robert Marti, Xavier Lladó, Arnau Oliver, Joan Carles Vilanova, Fabrice Mériaudeau
Spectral clustering to model deformations for fast multimodal prostate registration. ICPR (2012)
Jhimli Mitra, Soumya Ghose, Desire Sidibé, Arnau Oliver, Robert Marti, Xavier Lladó, Joan Carles Vilanova, Josep Comet, Fabrice Mériaudeau
Weighted likelihood function of multiple statistical parameters to retrieve 2D TRUS-MR slice correspondence for prostate biopsy. ICIP (2012)
Soumya Ghose, Arnau Oliver, Robert Marti, Xavier Lladó, Jordi Freixenet, Jhimli Mitra, Joan Carles Vilanova, Josep Comet-Batlle, Fabrice Mériaudeau
Statistical shape and texture model of quadrature phase information for prostate segmentation. Int. J. Comput. Assist. Radiol. Surg. 7 (1) (2012)
Soumya Ghose, Jhimli Mitra, Arnau Oliver, Robert Marti, Xavier Lladó, Jordi Freixenet, Joan Carles Vilanova, Desire Sidibé, Fabrice Mériaudeau
A coupled schema of probabilistic atlas and statistical shape and appearance model for 3D prostate segmentation in MR images. ICIP (2012)
Albert Gubern-Mérida, Michiel Kallenberg, Robert Marti, Nico Karssemeijer
Segmentation of the Pectoral Muscle in Breast MRI Using Atlas-Based Approaches. MICCAI (2) (2012)
Jhimli Mitra, Soumya Ghose, Désiré Sidibé, Robert Marti, Arnau Oliver, Xavier Lladó, Joan Carles Vilanova, Josep Comet, Fabrice Mériaudeau
Joint probability of shape and image similarities to retrieve 2D TRUS-MR slice correspondence for prostate biopsy. EMBC (2012)
Joan Massich, Fabrice Mériaudeau, Melcior Sentís, Sergi Ganau, Elsa Pérez, Robert Marti, Arnau Oliver, Joan Martí
Automatic Seed Placement for Breast Lesion Segmentation on US Images. Digital Mammography / IWDM (2012)
Jhimli Mitra, Abhilash Srikantha, Désiré Sidibé, Robert Marti, Arnau Oliver, Xavier Lladó, Soumya Ghose, Joan Carles Vilanova, Josep Comet, Fabrice Mériaudeau
A shape-based statistical method to retrieve 2D TRUS-MR slice correspondence for prostate biopsy. Medical Imaging: Image Processing (2012)
Gerard Pons, Joan Martí, Robert Marti, Mariano Cabezas, Andrew Di Battista, J. Alison Noble
Lesion segmentation and bias correction in breast ultrasound B-mode images including elastography information. Medical Imaging: Image Processing (2012)
Soumya Ghose, Arnau Oliver, Robert Marti, Xavier Lladó, Joan Carles Vilanova, Jordi Freixenet, Jhimli Mitra, Désiré Sidibé, Fabrice Mériaudeau
A survey of prostate segmentation methodologies in ultrasound, magnetic resonance and computed tomography images. Comput. Methods Programs Biomed. 108 (1) (2012)
Soumya Ghose, Arnau Oliver, Robert Marti, Xavier Lladó, Jordi Freixenet, Jhimli Mitra, Joan Carles Vilanova, Josep Comet, Fabrice Mériaudeau
Multiple Mean Models of Statistical Shape and Probability Priors for Automatic Prostate Segmentation. Prostate Cancer Imaging (2011)
Soumya Ghose, Arnau Oliver, Robert Marti, Xavier Lladó, Jordi Freixenet, Joan Carles Vilanova, Fabrice Mériaudeau
A probabilistic framework for automatic prostate segmentation with a statistical model of shape and appearance. ICIP (2011)
Soumya Ghose, Arnau Oliver, Robert Marti, Xavier Lladó, Jordi Freixenet, Jhimli Mitra, Joan Carles Vilanova, Josep Comet, Fabrice Mériaudeau
Statistical Shape and Probability Prior Model for Automatic Prostate Segmentation. DICTA (2011)
Gerard Pons, Joan Martí, Robert Marti, J. Alison Noble
Simultaneous Lesion Segmentation and Bias Correction in Breast Ultrasound Images. IbPRIA (2011)
Soumya Ghose, Arnau Oliver, Robert Marti, Xavier Lladó, Jordi Freixenet, Joan Carles Vilanova, Fabrice Mériaudeau
Prostate segmentation with local binary patterns guided active appearance models. Medical Imaging: Image Processing (2011)
Yago Diez, Arnau Oliver, Xavier Lladó, Jordi Freixenet, Joan Martí, Joan Carles Vilanova, Robert Marti
Revisiting Intensity-Based Image Registration Applied to Mammography. IEEE Trans. Inf. Technol. Biomed. 15 (5) (2011)
Albert Gubern-Mérida, Michiel Kallenberg, Robert Marti, Nico Karssemeijer
Multi-class Probabilistic Atlas-Based Segmentation Method in Breast MRI. IbPRIA (2011)
Jhimli Mitra, Robert Marti, Arnau Oliver, Xavier Lladó, Joan Carles Vilanova, Fabrice Mériaudeau
A comparison of thin-plate splines with automatic correspondences and B-splines with uniform grids for multimodal prostate registration. Medical Imaging: Image-Guided Procedures (2011)
Jhimli Mitra, Zoltan Kato, Robert Marti, Arnau Oliver, Xavier Lladó, Soumya Ghose, Joan Carles Vilanova, Fabrice Mériaudeau
A Non-Linear Diffeomorphic Framework for Prostate Multimodal Registration. DICTA (2011)
Joan Massich, Fabrice Mériaudeau, Elsa Pérez, Robert Marti, Arnau Oliver, Joan Martí
Lesion Segmentation in Breast Sonography. Digital Mammography / IWDM (2010)
Soumya Ghose, Arnau Oliver, Robert Marti, Xavier Lladó, Jordi Freixenet, Joan Carles Vilanova, Fabrice Mériaudeau
Texture Guided Active Appearance Model Propagation for Prostate Segmentation. Prostate Cancer Imaging (2010)
Yago Diez, Arnau Oliver, Xavier Lladó, Robert Marti
Comparison of registration methods using mamographic images. ICIP (2010)
Albert Torrent, Arnau Oliver, Xavier Lladó, Robert Marti, Jordi Freixenet
A supervised micro-calcification detection approach in digitised mammograms. ICIP (2010)
Jhimli Mitra, Arnau Oliver, Robert Marti, Xavier Lladó, Joan Carles Vilanova, Fabrice Mériaudeau
Multimodal Prostate Registration Using Thin-Plate Splines from Automatic Correspondences. DICTA (2010)
Jhimli Mitra, Arnau Oliver, Robert Marti, Xavier Lladó, Joan Carles Vilanova, Fabrice Mériaudeau
A Thin-Plate Spline Based Multimodal Prostate Registration with Optimal Correspondences. SITIS (2010)
Robert Marti, J. Alison Noble
Elastic modulus imaging using optical flow and image registration. ICIP (2010)
Soumya Ghose, Arnau Oliver, Robert Marti, Xavier Lladó, Jordi Freixenet, Joan Carles Vilanova, Fabrice Mériaudeau
Prostate Segmentation with Texture Enhanced Active Appearance Model. SITIS (2010)
Xavier Lladó, Arnau Oliver, Jordi Freixenet, Robert Marti, Joan Martí
A textural approach for mass false positive reduction in mammography. Comput. Medical Imaging Graph. 33 (6) (2009)
Meritxell Tortajada, Robert Marti, Jordi Freixenet, Josep Fernández, Melcior Sentís
Image Correction and Reconstruction for Breast Biopsy. Digital Mammography / IWDM (2008)
Arnau Oliver, Jordi Freixenet, Robert Marti, Josep Pont, Elsa Pérez, Erika R. E. Denton, Reyer Zwiggelaar
A Novel Breast Tissue Density Classification Methodology. IEEE Trans. Inf. Technol. Biomed. 12 (1) (2008)
Albert Torrent, Anton Bardera, Arnau Oliver, Jordi Freixenet, Imma Boada, Miguel Feixes, Robert Marti, Xavier Lladó, Josep Pont, Elsa Pérez, Salvador Pedraza, Joan Martí
Breast Density Segmentation: A Comparison of Clustering and Region Based Techniques. Digital Mammography / IWDM (2008)
Robert Marti, Joan Martí, Jordi Freixenet, Joan Carles Vilanova, Joaquim Barceló
Optimally Discriminant Moments for Speckle Detection in Real B-Scan Images. IbPRIA (2) (2007)
David Raba, Marta Peracaula, Robert Marti, Joan Martí
On the Detection of Regions-of-Interest in Dynamic Contrast-Enhanced MRI. IbPRIA (1) (2007)
Hans Wegener, Robert Marti
Slowly Changing Dimensions: a Pattern Language for Coping with Change in Analytical Information Processing. EuroPLoP (2007)
Anna Bosch, Xavier Muñoz, Robert Marti
Which is the best way to organize/classify images by content? Image Vis. Comput. 25 (6) (2007)
Robert Marti, Arnau Oliver, David Raba, Jordi Freixenet
Breast Skin-Line Segmentation Using Contour Growing. IbPRIA (2) (2007)
Arnau Oliver, Xavier Lladó, Joan Martí, Robert Marti, Jordi Freixenet
False Positive Reduction in Breast Mass Detection Using Two-Dimensional PCA. IbPRIA (2) (2007)
Arnau Oliver, Jordi Freixenet, Robert Marti, Reyer Zwiggelaar
A Comparison of Breast Tissue Classification Techniques. MICCAI (2) (2006)
Anna Bosch, Xavier Muñoz, Arnau Oliver, Robert Marti
Object and Scene Classification: what does a Supervised Approach Provide us?. ICPR (1) (2006)
Robert Marti, David Raba, Arnau Oliver, Reyer Zwiggelaar
Mammographic Registration: Proposal and Evaluation of a New Approach. Digital Mammography / IWDM (2006)
Arnau Oliver, Joan Martí, Robert Marti, Anna Bosch, Jordi Freixenet
A new approach to the classification of mammographic masses and normal breast tissue. ICPR (4) (2006)
Robert Marti, David Raba, Caroline M. E. Rubin, Reyer Zwiggelaar
Detecting Mammographic Abnormalities from Image Registration Results. CCIA (2005)
Hans Wegener, Robert Marti
Slowly Changing Dimensions - a Pattern Language for Coping With Business Change in an Enterprise. EuroPLoP (2005)
Robert Marti, Reyer Zwiggelaar, Caroline M. E. Rubin, Erika R. E. Denton
Two-Dimensional-Three-Dimensional Correspondence in Mammography. Cybern. Syst. 35 (1) (2004)
Robert Marti
Information Integration in a Global Enterprise: Some Experiences from a Financial Services Company. BTW (2003)
Lilian Blot, Anne Davis, Mike Holubinka, Robert Marti, Reyer Zwiggelaar
Automated Quality Assurance Applied to Mammographic Imaging. EURASIP J. Adv. Signal Process. 2002 (7) (2002)
Robert Marti, Reyer Zwiggelaar, Caroline M. E. Rubin
Automatic Point Correspondence and Registration Based on Linear Structures. Int. J. Pattern Recognit. Artif. Intell. 16 (3) (2002)
Robert Marti, Reyer Zwiggelaar, Caroline M. E. Rubin
Automatic Registration of Mammograms Based on Linear Structures. IPMI (2001)
Robert Marti, Reyer Zwiggelaar, Caroline M. E. Rubin
Tracking Mammographic Structures Over Time. BMVC (2001)
Robert Marti, Reyer Zwiggelaar, Caroline M. E. Rubin
A Novel Similarity Measure to Evaluate Image Correspondence. ICPR (2000)

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Publication Activity (10 Years)

Top Topics

Top Venues

Robert Marti