Mekonnen Habtamu Tilahun; Puig Núria; Elson Alejandro; López Elena; Martínez Paula; Campos Selene; Hernández Francisco; Mayor Daniel; Quilis Jorge; Cufí Xavier; Freixenet Jordi; Oliver Arnau; Lladó Xavier; Martí Robert "Deep learning framework for vertebral heart size and cardiothoracic ratio estimation in dogs and cats using thoracic radiographs." Frontiers In Veterinary Science 12 (2025): -. Jieyun Bai; Zihao Zhou; Zhanhong Ou; Gregor Koehler; Raphael Stock; Klaus Maier-Hein; Marawan Elbatel; Robert Martí; Xiaomeng Li; Yaoyang Qiu; Panjie Gou; Gongping Chen; Lei Zhao; Jianxun Zhang; Yu Dai; Fangyijie Wang; Guénol "PSFHS challenge report: pubic symphysis and fetal head segmentation from intrapartum ultrasound images." Medical Image Analysis 99 (2025): -103353. Kendall Schmidt, Benjamin Bearce, Ken Chang, Laura Coombs, Keyvan Farahani, Marawan Elbatel, Kaouther Mouheb, Robert Marti, Ruipeng Zhang, Yao Zhang, Yanfeng Wang, Yaojun Hu, Haochao Ying, Yuyang Xu, Conrad Testagrose, Mutlu "Fair evaluation of federated learning algorithms for automated breast density classification: The results of the 2022 ACR-NCI-NVIDIA federated learning challenge.." Medical Image Analysis 95 (2024): -. Montoya-del-Angel, R.; Sam-Millan, K.; Vilanova, J.C.; Martí, R. "MAM-E: Mammographic synthetic image generation with diffusion models." Sensors 24 (2024): 2976-. M. Elbatel; R. Martí;X. Li "FoPro-KD: Fourier Prompted Effective Knowledge Distillation for Long-Tailed Medical Image Recognition." IEEE Transactions on Medical Imaging 43 (2023): 954-965. 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. 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. 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.;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-. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. Martí, R.; Oliver, A.; Raba, D.; Freixenet, J. "Breast skin-line segmentation using contour growing." Lecture Notes in Computer Science 4478 (2007): 564-571. 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. "Optimally discriminant moments for speckle detection in real B-Scan images." Lecture Notes in Computer Science 4478 (2007): 242-249. 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. 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. 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. 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.; Raba,D.; Oliver,A.; Zwiggelaar, R. "Mammographic registration: proposal and evaluation of a new approach ." Lecture Notes in Computer Science 4046 (2006): 213-220. 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.
Díez, Y.; Lladó, X.; Oliver, A.; Martí, R.; Roura, E.; Cabezas, M.; Ganiler, O.; Freixenet, J.; Vilanova, J.C.; Valls, L.; Ramió-Torrentà, Ll.; Pareto, D.; Rovira, A. "Registration of serial brain MRI scans from multiple sclerosis patients. Analysis of 3D intensity-based methods." Multiple Sclerosis Journal (2012): -.