+ Papers in refereed conference proceedings

 

«TCAM: Temporal class activation maps for object localization in weakly-labeled unconstrained videos»

Belharbi, Soufiane, Ben Ayed, Ismail, McCaffrey, Luke and Granger, Eric.”
23rd IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) (Waikoloa, HI, USA, Jan. 02-07, 2023)pp. 137-146.Institute of Electrical and Electonics Engineers Inc.. 2023.

«Negative evidence matters in interpretable histology image classification»

Belharbi, Soufiane, Pedersoli, Marco, Ben Ayed, Ismail, McCaffrey, Luke and Granger, Éric.”
Medical Imaging with Deep Learning MIDL (Zurich, Switzerland, July 06-08, 2022) « Proceedings of Machine Learning Research » 2022.

«Towards practical few-shot query sets: Transductive minimum description length inference»

Martin, Ségolène, Boudiaf, Malik, Chouzenoux, Emilie, Pesquet, Jean-Christophe and Ben Ayed, Ismail.”
Advances in Neural Information Processing Systems 35 (NeurIPS 2022) (New Orleans, LA, USA, Nov. 28-Dec. 09, 2022)Neural information processing systems foundation. 2022.

«TTTFlow: Unsupervised Test-Time Training with Normalizing Flow»

Osowiechi, David, Vargas Hakim, Gustavo A., Noori, Mehrdad, Cheraghalikhani, Milad, Ayed, Ismail Ben and Desrosiers, Christian.”
IEEE Winter Conference on Applications of Computer Vision, WACV (Waikoloa, HI, USA, Jan. 02-07, 2023)p. 2125-2133.Institute of Electrical and Electronics Engineers Inc.. 2023.

«Constrained deep networks: Lagrangian optimization via Log-barrier extensions»

Kervadec, H., Dolz, J., Yuan, J., Desrosiers, C., Granger, E. and Ben Ayed, I..”
30th European Signal Processing Conference (EUSIPCO) (Belgrade, Serbia, Aug. 29-Sept. 02, 2022)p. 962-966.European Signal Processing Conference, EUSIPCO. 2022.

«The devil is in the margin: Margin-based label smoothing for network calibration»

Liu, Bingyuan, Ben Ayed, Ismail, Galdran, Adrian and Dolz, Jose.”
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (New Orleans, LA, USA, June 18-24, 2022)p. 80-88. 2022.

«Test-time adaptation with\xa0shape moments for\xa0image segmentation»

Bateson, Mathilde, Lombaert, Herve and Ben Ayed, Ismail.”
Medical Image Computing and Computer Assisted Intervention – MICCAI 2022 25th International Conference : Proceedings Part IV (Singapore, Singapore, Sept. 18-22, 2022) p. 736-745.Springer Science and Business Media Deutschland GmbH. 2022.

«Parameter-free online test-time adaptation»

Boudiaf, Malik, Mueller, Romain, Ben Ayed, Ismail and Bertinetto, Luca.”
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (New Orleans, LA, USA, June 18-24, 2022)p. 8334-8343. 2022.

«F-CAM: Full resolution class activation maps via guided parametric upscaling»

Soufiane Belharbi, Aydin Sarraf, Marco Pedersoli, Ismail Ben Ayed, Luke McCaffrey, Eric Granger”
IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) (Waikoloa, HI, USA, Jan. 03-08, 2022)p. 3727-3736.Institute of Electrical and Electronics Engineers Inc.. 2022.

«On the texture bias for few-shot CNN segmentation»

Reza Azad, Abdur R.Fayjie, Claude Kauffmann, Ismail Ben Ayed, Marco Pedersoli, Jose Dolz”
IEEE Winter Conference on Applications of Computer Vision (WACV) (En ligne, Jan. 05-09, 2021)p. 2673-2682.Institute of Electrical and Electronics Engineers 2021.

«Deep active learning for joint classification segmentation with weak annotator»

Soufiane Belharbi, Ismail Ben Ayed, Luke McCaffrey, Eric Granger”
IEEE Winter Conference on Applications of Computer Vision (WACV) (Waikoloa, HI, USA, Jan. 03-08, 2021)p. 3337-3346.Los Alamitos, CA, USA : IEEE Computer Society. 2021.

«Few-shot segmentation without meta-learning: A good transductive inference is all you need?»

Malik Boudiaf, Hoel Kervadec, Ziko Imtiaz Masud, Pablo Piantanida, Ismail Ben Ayed, Jose Dolz”
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (Nashville, TN, USA, June 20-25, 2021)p. 13974-13983.IEEE. 2021.

«Teach me to segment with mixed supervision: Confident students become masters»

Jose Dolz, Christian Desrosiers, Ismail Ben Ayed”
27th International Conference on Information Processing in Medical Imaging, IPMI 2021, Virtual, Online, 28 June 2021 – 30 June 2021 (En ligne, June 28-20, 2021) p. 517-529.Springer. 2021.

«Beyond pixel-wise supervision: semantic segmentation with higher-order shape descriptors»

Hoel Kervadec, Houda Bahig, Laurent Letourneau-Guillon, Jose Dolz, Ismail Ben Ayed”
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning (Lübeck, Germany, En ligne, July 07-09, 2021) Coll. « Proceedings of Machine Learning Research », vol. 143.p. 354-368.PMLR. 2021.

«Learning data augmentation with online bilevel optimization for image classification»

Saypraseuth Mounsaveng, Issam Laradji, Ismail Ben Ayed, David Vazquez, Marco Pedersoli”
IEEE Winter Conference on Applications of Computer Vision (WACV) (Waikoloa, HI, USA, Jan. 03-08, 2021)p. 1690-1699.Institute of Electrical and Electronics Engineers Inc.. 2021.

«Augmented Lagrangian Adversarial Attacks»

Jerome Rony, Eric Granger, Marco Pedersoli, Ismail Ben Ayed”
18th IEEE/CVF International Conference on Computer Vision (ICCV) (Montreal, QC, Canada – en ligne, Oct. 10-17, 2021)p. 7718-7727.Institute of Electrical and Electronics Engineers Inc.. 2021.

«Realistic evaluation of transductive few-shot learning»

Olivier Veilleux, Malik Boudiaf, Pablo Piantanida, Ismail Ben Ayed”
Advances in Neural Information Processing Systems 34 (NeurIPS 2021) (Sydney, Australia, Dec. 06-14, 2021)p. 9290-9302.Neural information processing systems foundation. 2021.

«Variational fair clustering»

I.M. Ziko, J. Yuan, E. Grangers, I. Ben Ayed”
35th AAAI Conference on Artificial Intelligence / 33rd Conference on Innovative Applications of Artificial Intelligence / 11th Symposium on Educational Advances in Artificial Intelligence (En ligne, Feb. 02-09, 2021) p. 11202-11209. Association for the Advancement of Artificial Intelligence 2021.

«Source-relaxed domain adaptation for image segmentation»

Mathilde Bateson, Hoel Kervadec, José Dolz, Hervé Lombaert, Ismail Ben Ayed”
Medical Image Computing and Computer Assisted Intervention – MICCAI 2020 : 23rd International Conference, Lima, Peru, October 4–8, 2020, Proceedings, Part I (Lima, Peru, Oct. 04-08, 2020) p. 490-499.Springer Science and Business Media Deutschland GmbH. 2020.

«Pose guided gated fusion for person re-identification»

Amran Bhuiyan, Yang Liu, Parthipan Siva, Mehrsan Javan, Ismail Ben Ayed, Éric Granger”
IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) (Snowmass Village, CO, USA, Mar. 01-05, 2020)p. 2664-2673.Institute of Electrical and Electronics Engineers Inc.. 2020.

«Transductive information maximization for few-shot learning»

Malik Boudiaf, Ziko Imtiaz Masud, Jérôme Rony, Jose Dolz, Pablo Piantanida, Ismail Ben Ayed”
Neural Information Processing Systems Online Conference (NeuroIPS) (En ligne, Dec. 06-12, 2020) 2020.

«A unifying mutual information view of metric learning: Cross-entropy vs. Pairwise losses»

Malik Boudiaf, Jérôme Rony, Imtiaz Masud Ziko, Eric Granger, Marco Pedersoli, Pablo Piantanida, Ismail Ben Ayed”
Computer Vision – ECCV 2020 : 16th European Conference, Glasgow, UK, August 23–28, 2020, Proceedings, Part VI (Glasgow, United Kingdom, Aug. 23-28, 2020) p. 548-564.Springer. 2020.

«Cost-sensitive regularization for diabetic retinopathy grading from eye fundus images»

Adrian Galdran, Jose Dolz, Hadi Chakor, Hervé Lombaert, Ismail Ben Ayed”
Medical Image Computing and Computer Assisted Intervention – MICCAI 2020: 23rd International Conference, Lima, Peru, October 4–8, 2020, Proceedings, Part V (Lima, Peru, Oct. 04-08, 2020) p. 665-674.Springer International Publishing. 2020.

«Bounding boxes for weakly supervised segmentation: Global constraints get close to full supervision»

Hoel Kervadec, Jose Dolz, Shanshan Wang, Eric Granger, Ismail Ben Ayed”
Medical Imaging with Deep Learning, 6-8 July 2020, Montreal, QC, Canada (Montreal, QC, Canada, July 06-08, 2020) p. 365-381.PLMR. 2020.

«On direct distribution matching for adapting segmentation networks»

Georg Pichler, Jose Dolz, Ismail Ben Ayed, Pablo Piantanida”
Medical Imaging with Deep Learning, 6-8 July 2020, Montreal, QC, Canada (Montreal, QC, Canada, July 06-08, 2020) p. 624-637.PLMR. 2020.

«Laplacian regularized few-shot learning»

Imtiaz Masud Ziko, Jose Dolz, Eric Granger, Ismail Ben Ayed”
37th International Conference on Machine Learning (ICML) (En ligne, July 12-18, 2020)p. 11596-11606. 2020.

«Constrained domain adaptation for segmentation»

Mathilde Bateson, Hoel Kervadec, Jose Dolz, Hervé Lombaert, Ismail Ben Ayed”
Medical Image Computing and Computer Assisted Intervention – MICCAI 2019 : 22nd International Conference, Proceedings, Part II (Shenzhen, China, Oct. 13-17, 2019) p. 326-334.Springer. 2019.

«Dense multi-path U-Net for ischemic stroke lesion segmentation in multiple image modalities»

Jose Dolz, Ismail Ben Ayed, Christian Desrosiers”
Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries : 4th International Workshop, BrainLes 2018, Held in Conjunction with MICCAI 2018, Granada, Spain, September 16, 2018, Revised Selected Papers, Part I (Granada, Spain, Sept. 16, 2018) p. 271-282.Cham, Switzerland : Springer 2019.

«IVD-Net: intervertebral disc localization and segmentation in MRI with a multi-modal UNet»

Jose Dolz, Christian Desrosiers, Ismail Ben Ayed”
Computational Methods and Clinical Applications for Spine Imaging : 5th International Workshop and Challenge, CSI 2018, Held in Conjonction with MICCAI 2018. Revised Selected Papers (Granada, Spain, Sept. 16, 2018) p. 130-143.Springer Verlag 2019.

«Boundary loss for highly unbalanced segmentation»

Hoel Kervadec, Jihene Bouchtiba, Christian Desrosiers, Eric Granger, Jose Dolz, Ismail Ben Ayed”
Proceedings of the 2nd International Conference on Medical Imaging with Deep Learning (PMLR) (London, England, July 08-10, 2019) p. 285-296.PMLR. 2019.

«Curriculum semi-supervised segmentation»

Hoel Kervadec, Jose Dolz, Éric Granger, Ismail Ben Ayed”
Medical Image Computing and Computer Assisted Intervention – MICCAI 2019 : 22nd International Conference, Proceedings, Part II (Shenzhen, China, Oct 13-17, 2019) p. 568-576.Springer. 2019.

«Beyond gradient descent for regularized segmentation losses»

Dmitrii Marin, Meng Tang, Ismail Ben Ayed, Yuri Boykov”
2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (Long Beach, CA, USA, June 15-20, 2019)p. 10179-10188.IEEE 2019.

«Decoupling direction and norm for efficient gradient-based L2 adversarial attacks and defenses»

Jérôme Rony, Luiz G.Hafemann, Luiz S. Oliveira, Ismail Ben Ayed, Robert Sabourin, Eric Granger”
2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (Long Beach, CA, USA, June 15-20, 2019)p. 4317-4325.IEEE 2019.

«Isointense infant brain segmentation with a hyper-dense connected convolutional neural network»

Jose Dolz, Ismail Ben Ayed, Yuan Jing, Christian Desrosiers”
IEEE 15th International Symposium on Biomedical Imaging (ISBI 2018) (Washington, DC, USA, Apr. 04-07, 2018)p. 616-620.Piscataway, NJ, USA : IEEE 2018.

«Constrained-CNN losses for weakly supervised segmentation»

Hoel Kervadec, Jose Dolz, Meng Tang, Éric Granger, Yuri Boykov, Ismail Ben Ayed”
1st Conference on Medical Imaging with Deep Learning (MIDL 2018) (Amsterdam, Netherlands, July 4-6, 2018) 2018.

«On regularized losses for weakly-supervised CNN segmentation»

Meng Tang, Federico Perazzi, Abdelaziz Djelouah, Ismail Ben Ayed, Christopher Schroers, Yuri Boykov”
Computer Vision – ECCV 2018 : 15th European Conference : Proceedings (Munich, Germany, Sept. 08-14, 2018) p. 524-540.Springer 2018.

«Scalable Laplacian K-modes»

Imtiaz Masud Ziko, Eric Granger, Ismail Ben Ayed”
32nd Conference on Neural Information Processing Systems (NIPS) (Montreal, QC, Canada, Dec. 02-08, 2018) p. 10041-10051.La Jolla : Neural Information Processing Systems (NIPS). 2018.

«DOPE: distributed optimization for pairwise energies»

Jose Dolz, Ismail Ben Ayed, Christian Desrosiers”
IEEE Conference on Computer Vision and Pattern Recognition (CVPR) (Honolulu, HI, USA, July 21-26, 2017)p. 4095-4104.IEEE Computer Society. 2017.

«Unbiased shape compactness for segmentation»

Jose Dolz, Ismail Ben Ayed, Christian Desrosiers”
Medical Image Computing and Computer-Assisted Intervention : MICCAI 2017 : 20th International Conference, Quebec City, QC, Canada, September 11-13, 2017 : Proceedings : Part I (Quebec City, QC, Canada, Sept. 11-13, 2017) Coll. « Lecture Notes in Computer Science », vol. 10433.p. 755-763.Springer Verlag 2017.

«Calcul variationnel des dérivées d’une image et application à l’estimation du flot optique et du flot de scène»

Y.Mathlouthi, A. Mitiche, I. Ben Ayed”
Reconnaissancedes Formes etl\’Intelligence Artificielle(RFIA\’16) (Clermont Ferrand, France, 27 juin – 1 juil. 2016) 2016.

«Boundary preserving variational image differentiation»

Yosra Mathlouthi, Amar Mitiche, Ismail Ben Ayed”
Pattern Recognition : 38th German Conference, GCPR 2016, Hannover, Germany, September 12-15, 2016, Proceedings (Hannover, Germany, Sept. 12-15, 2016) p. 355-364.Springer International Publishing 2016.

«Normalized Cut Meets MRF»

Meng Tang, Dmitrii Marin, Ismail Ben Ayed, Yuri Boykov”
Computer Vision – ECCV 2016 : 14th European Conference, Amsterdam, The Netherlands, October 11-14, 2016, Proceedings, Part II (Amsterdam, Netherlands, Oct. 08-16, 2016) p. 748-765.Springer International Publishing 2016.

«Volumetric bias in segmentation and reconstruction: secrets and solutions»

Yuri Boykov, Hossam Isack, Carl Olsson, Ismail Ben Ayed”
2015 IEEE International Conference on Computer Vision (ICCV) (Santiago, Chile, Dec. 7-13, 2015)p. 1769-1777.Los Alamitos, CA, USA : IEEE Computer Society 2015.

«Secrets of GrabCut and Kernel K-Means»

Meng Tang, Ismail Ben Ayed, Dmitrii Marin, Yuri Boykov”
2015 IEEE International Conference on Computer Vision (ICCV) (Santiago, Chile, Dec. 7-13, 2015)p. 1555-1563.Los Alamitos, CA, USA : IEEE Computer Society 2015.

«TRIC: Trust region for invariant compactness and its application to abdominal aorta segmentation»

Ismail Ben Ayed, Michael Wang, Brandon Miles, Gregory J.Garvin”
Medical Image Computing and Computer-Assisted Intervention – MICCAI 2014. 17th International Conference, Boston, MA, USA, September 14-18, 2014, Proceedings, Part I (Boston, MA, USA, Sept. 14-18, 2014) p. 381-388.Springer Verlag 2014.

«Submodularization for binary pairwise energies»

Lena Gorelick, Yuri Boykov, Olga Veksler, Ismail Ben Ayed, Andrew Delong”
2014 IEEE Conference on Computer Vision and Pattern Recognition (CVPR) (Columbus, OH, USA, June 23-28, 2014)p. 1154-1161.IEEE 2014.

«Direct estimation of dense scene flow and depth from a monocular sequence»

Yosra Mathlouthi, Amar Mitiche, Ismail Ben Ayed”
Advances in Visual Computing : 10th International Symposium, ISVC 2014, Las Vegas, NV, USA, December 8-10, 2014, Proceedings, Part I (Cham, Switzerland, Dec. 8-10, 2014)p. 107-117.Springer International Publishing 2014.

«Detecting left ventricular impaired relaxation using MR imaging»

Kumaradevan Punithakumar, Michelle Noga, Pierre Boulanger, Ismail Ben Ayed, Mariam Afshin, Aashish Goela, Ali Islam, Shuo Li”
2014 IEEE-EMBS International Conference on Biomedical and Health Informatics, BHI 2014 (Valencia, Spain, June 1-4, 2014)p. 310-313.IEEE Computer Society. 2014.

«Pseudo-bound optimization for binary energies»

Meng Tang, Ismail Ben Ayed, Yuri Boykov”
Computer Vision – ECCV 2014. 13th European Conference, Zurich, Switzerland, September 6-12, 2014, Proceedings, Part V (Zurich, Switzerland, Sept. 6-12, 2014) p. 691-707.Springer International Publishing 2014.

«Auxiliary cuts for general classes of higher order functionals»

Ismail Ben Ayed, Lena Gorelick, Yuri Boykov”
2013 IEEE Conference on Computer Vision and Pattern Recognition (CVPR) (Portland, OR, USA, June 23-28, 2013)p. 1304-1311.IEEE Computer Society 2013.

«Right ventricle segmentation with probability product kernel constraints»

Cyrus M.S. Nambakhsh, Terry M. Peters, Ali Islam, Ismail Ben Ayed”
Medical Image Computing and Computer-Assisted Intervention – MICCAI 2013.16th International Conference, Nagoya, Japan, September 22-26, 2013, Proceedings, Part III (Nagoya, Japan, Sept. 22-26, 2013) p. 509-517.Springer Verlag 2013.

«Global assessment of cardiac function using image statistics in MRI»

Mariam Afshin, Ismail Ben Ayed, Ali Islam, Aashish Goela, Terry M. Peters, Shuo Li”
Medical Image Computing and Computer-Assisted Intervention – MICCAI 2012. Proceedings 15th International Conference, Nice, France, October 1-5, 2012, Proceedings, Part II (Berlin, Germany, Oct. 1-5, 2012) p. 535-543.Springer Verlag 2012.

«Estimation of the cardiac ejection fraction from image statistics»

Mariam Afshin, Ismail Ben Ayed, Ali Islam, Aashish Goela, Ian Ross, Terry Peters, Shuo Li”
2012 9th IEEE International Symposium on Biomedical Imaging: From Nano to Macro. Proceedings (Barcelona, Spain, May 2-5, 2012)p. 824-827.IEEE Computer Society. 2012.

«Vertebral body segmentation in MRI via convex relaxation and distribution matching»

Ismail Ben Ayed, Kumaradevan Punithakumar, Rashid Minhas, Rohit Joshi, Gregory J.Garvin”
Medical Image Computing and Computer-Assisted Intervention – MICCAI 2012 : 15th International Conference, Nice, France, October 1-5, 2012, Proceedings, Part I (Berlin, Germany, Oct. 1-5, 2012) p. 520-527.Springer Verlag 2012.

«Convex relaxation for image segmentation by kernel mapping»

M.Ben Salah, I. Ben Ayed, J. Yuan, Z. Wang, H. Zhang”
2012 19th IEEE International Conference on Image Processing (ICIP 2012) (Orlando, FL, USA, Sept. 30-Oct. 3, 2012)p. 289-292.IEEE 2012.

«Pixel level image fusion for medical imaging: An energy minimizing approach»

Brandon Miles, Max W.K. Law, Ismail Ben-Ayed, Greg Garvin, Aaron Fenster, Shuo Li”
Progress in Biomedical Optics and Imaging (San Diego, CA, USA, Feb. 7-9, 2012) p. 83151-1.SPIE 2012.

«A distribution-matching approach to MRI brain tumor segmentation»

Ines Njeh, Ismail Ben Ayed, Ahmed Ben Hamida”
2012 9th IEEE International Symposium on Biomedical Imaging: From Nano to Macro. Proceedings (Barcelona, Spain, May 2-5, 2012)p. 1707-1710.IEEE Computer Society 2012.

«Regional heart motion abnormality detection via multiview fusion»

Kumaradevan Punithakumar, Ismail Ben Ayed, Ali Islam, Aashish Goela, Shuo Li”
Medical Image Computing and Computer-Assisted Intervention – MICCAI 2012. 15th International Conference, Nice, France, October 1-5, 2012, Proceedings, Part II (Nice, France, Oct. 1-5, 2012) p. 527-534.Springer Verlag 2012.

«Variational level-set segmentation and tracking of left ventricle using field prior»

Mariam Afshin, Ismail Ben Ayed, Ali Islam, Ian Ross, Terry Peters, Shuo Li”
Progress in Biomedical Optics and Imaging (Lake Buena Vista, FL, USA, Feb. 14-16, 2011) SPIE. 2011.

«Assessment of regional myocardial function via statistical features in MR images»

Mariam Afshin, Ismail Ben Ayed, Kumaradevan Punithakumar, Max W.K. Law, Ali Islam, Aashish Goela, Ian Ross, Terry Peters, Shuo Li”
Medical Image Computing and Computer-Assisted Intervention – MICCAI 2011. 14th International Conference, Toronto, Canada, September 18-22, 2011, Proceedings, Part III (Toronto, ON, Canada, Sept. 18-22, 2011) p. 107-114.Springer Verlag 2011.

«Graph cuts with invariant object-interaction priors: application to intervertebral disc segmentation»

Ismail Ben Ayed, Kumaradevan Punithakumar, Gregory Garvin, Walter Romano, Shuo Li”
Information Processing in Medical Imaging. 22nd International Conference, IPMI 2011, Kloster Irsee, Germany, July 3-8, 2011. Proceedings (Kloster Irsee, Germany, July 3-8, 2011) p. 221-232.Springer Verlag 2011.

«A neural network learned information measures for heart motion abnormality detection»

M.S. Nambakhsh, Kumaradevan Punithakumar, Ismail Ben Ayed, Aashish Goela, Ali Islam, Terry Peters, Shuo Li”
Progress in Biomedical Optics and Imaging (Lake Buena Vista, FL, USA, Feb. 14-16, 2011) SPIE. 2011.

«A convex max-flow segmentation of LV using subject-specific distributions on cardiac MRI»

Mohammad Saleh Nambakhsh, Jing Yuan, Ismail Ben Ayed, Kumaradevan Punithakumar, Aashish Goela, Ali Islam, Terry Peters, Shuo Li”
Information Processing in Medical Imaging. 22nd International Conference, IPMI 2011, Kloster Irsee, Germany, July 3-8, 2011. Proceedings (Kloster Irsee, Germany, July 3-8, 2011) p. 171-183.Springer Verlag. 2011.

«Graph cut segmentation with a global constraint: recovering region distribution via a bound of the Bhattacharyya measure»

Ismail Ben Ayed, Chen Hua-mei, Kumaradevan Punithakumar, Ian Ross, Shuo Li”
2010 IEEE Conference on Computer Vision and Pattern Recognition (CVPR) (San Francisco, CA, USA, June 13-18, 2010)p. 3288-3295.IEEE 2010.

«Finding image distributions on active curves»

Ismail Ben Ayed, Amar Mitiche, Mohamed Ben Salah, Shuo Li”
2010 IEEE Conference on Computer Vision and Pattern Recognition (CVPR) (San Francisco, CA, USA, June 13-18, 2010)p. 3225-3232.IEEE. 2010.

«Image partitioning with kernel mapping and graph cuts»

M.Ben Salah, A. Mitiche, I. Ben Ayed”
2010 Proceedings of 17th IEEE International Conference on Image Processing (ICIP 2010) (Hong Kong, China, Sept. 26-29, 2010)p. 245-248.IEEE. 2010.

«Regional heart motion abnormality detection via information measures and unscented Kalman filtering»

Kumaradevan Punithakumar, Ismail Ben Ayed, Ali Islam, Ian G.Ross, Shuo Li”
Medical Image Computing and Computer-Assisted Intervention – MICCAI 2010. 13th International Conference, Beijing, China, September 20-24, 2010, Proceedings, Part I (Beijing, China, Sept. 20-24, 2010) p. 409-417.Springer Verlag. 2010.

«Level set image segmentation with a statistical overlap constraint»

Ismail Ben Ayed, Shuo Li, Ian Ross”
Information Processing in Medical Imaging. 21st International Conference, IPMI 2009, Williamsburg, VA, USA, July 5-10, 2009. Proceedings (Williamsburg, VA, USA, July 5-10, 2009) p. 589-601.Springer Verlag. 2009.

«Left ventricle segmentation via graph cut distribution matching»

Ismail Ben Ayed, Kumaradevan Punithakumar, Shuo Li, Ali Islam, Jaron Chong”
Medical Image Computing and Computer-Assisted Intervention – MICCAI 2009. 12th International Conference, London, UK, September 20-24, 2009, Proceedings, Part II (London, UK, Sept. 20-24, 2009) p. 901-909.Springer Verlag. 2009.

«Image segmentation in a kernel-induced space»

M.Ben Salah, A. Mitiche, I. Ben Ayed”
Proceedings of the 2009 16th IEEE International Conference on Image Processing (ICIP 2009) (Cairo, Egypt, Nov. 7-10, 2009)p. 2997-3000.IEEE. 2009.

«Tracking endocardial boundary and motion via graph cut distribution matching and multiple model filtering»

Kumaradevan Punithakumar, Ismail Ben Ayed, Ali Islam, Ian Ross, Shuo Li”
Computer Vision – ACCV 2009 :9th Asian Conference on Computer Vision, Xi’an, September 23-27, 2009, Revised Selected Papers, Part III (Berlin, Germany, Sept. 23-27, 2009) p. 172-182.Springer Verlag. 2009.

«Heart motion abnormality detection via an information measure and bayesian filtering»

Kumaradevan Punithakumar, Shuo Li, Ismail Ben Ayed, Ian Ross, Ali Islam, Jaron Chong”
Medical Image Computing and Computer-Assisted Intervention – MICCAI 2009. 12th International Conference, London, UK, September 20-24, 2009, Proceedings, Part II (London, UK, Sept. 20-24, 2009) p. 373-380.Springer Verlag. 2009.

«Area prior constrained level set evolution for medical image segmentation»

Ismail Ben Ayed, Shuo Li, Ali Islam, Greg Garvin, Rethy Chhem”
Medical Imaging 2008: Image Processing (San Diego, CA, USA, Feb. 17-19, 2008) p. 691402-691401.The International Society for Optical Engineering. 2008.

«Tracking distributions with an overlap prior»

Ismail Ben Ayed, Shuo Li, Ian Ross”
2008 IEEE Conference on Computer Vision and Pattern Recognition (CVPR) (Anchorage, AK, USA, June 23-28,2008)IEEE. 2008.

«Merging active contours»

Ismail Ben Ayed, Amar Mitiche”
Advances in Visual Computing. 4th International Symposium, ISVC 2008, Las Vegas, NV, USA, December 1-3, 2008. Proceedings, Part II (Las Vegas, NV, USA, Dec. 1-3, 2008) p. 181-191.Springer Verlag. 2008.

«Left ventricle tracking using overlap priors»

Ismail Ben Ayed, Lu Yingli, Shuo Li, Ian Ross”
Medical Image Computing and Computer-Assisted Intervention – MICCAI 2008. 11th International Conference, New York, NY, USA, September 6-10, 2008, Proceedings, Part I (Berlin, Germany, Sept. 6-10, 2008) p. 1025-1033.Springer-Verlag. 2008.

«Multiregion graph cut image segmentation»

Mohamed Ben Salah, Ismail Ben Ayed, Amar Mitiche”
VISAPP 2008 – Proceedings of the Third International Conference on Computer Vision Theory and Applications – Volume 1 (Funchal, Portugal, Jan. 22-25, 2008)p. 535-538.Institute for Systems and Technologies of Information, Control and Communication. 2008.

«A continuous labeling for multiphase graph cut image partitioning»

Mohamed Ben Salah, Amar Mitiche, Ismail Ben Ayed”
Advances in Visual Computing. Proceedings 4th International Symposium, ISVC 2008, Las Vegas, NV, USA, December 1-3, 2008. Proceedings, Part I (Berlin, Germany, Dec. 1-3, 2008) p. 268-277.Springer-Verlag. 2008.

«Embedding a region merging prior in level set vector-valued image segmentation»

Ismail Ben Ayed, Amar Mitiche”
Computer Vision – ACCV 2007. 8th Asian Conference on Computer Vision, Tokyo, Japan, November 18-22, 2007, Proceedings, Part I (Tokyo, Japan, Nov. 18-22, 2007) p. 925-934.Springer Berlin Heidelberg. 2007.

«A partition constrained minimization scheme for efficient multiphase level set image segmentation»

Ismail Ben Ayed, Amar Mitiche”
2006 IEEE International Conference on Image Processing (Atlanta, GA, USA, Oct. 8-11, 2006)p. 1641-1644.IEEE. 2006.

«Variational unsupervised classification of polarimetric images»

Ismail Ben Ayed, Amar Mitiche, Ziad Belhadj”
IEEE International Conference on Geoscience and Remote Sensing Symposium, 2006. IGARSS 2006 (Denver, CO, USA, July 31-Aug. 4, 2006)p. 4198-4200.IEEE. 2006.

«Variational unsupervised segmentation of multi-look complex polarimetric images using a wishart observation model»

Ismail Ben Ayed, Amar Mitiche, Ziad Belhadj”
2006 IEEE International Conference on Image Processing (Atlanta, GA, USA, Oct. 8-11, 2006)p. 3233-3236.IEEE. 2006.

«Level set curve evolution partitioning of polarimetric images»

Ismail Ben Ayed, Amar Mitiche, Ziad Belhadj”
IEEE International Conference on Image Processing, 2005. ICIP 2005 (Genoa, Italy, Sept. 11-14, 2005)p. 281-284.IEEE. 2005.

«SAR image segmentation with active contours and level sets»

Ismail Ben Ayed, Carlos Vázquez, Amar Mitiche, Ziad Belhadj”
2004 International Conference on Image Processing, 2004. ICIP \’04 (Singapore, Singapore, Oct. 24-27, 2004)p. 2721-2720.Piscataway, NJ, USA : IEEE. 2004.

«Image segmentation as regularized clustering: a fully global curve evolution method»

Carlos Vázquez, Amar Mitiche, Ismail Ben Ayed”
2004 International Conference on Image Processing, 2004. ICIP \’04 (Singapore, Singapore, Oct. 24-27, 2004)p. 3467-3470.Piscataway, NJ, USA : IEEE. 2004.

«Learning Data Augmentation with Online Bilevel Optimization for Image Classification»

Mounsaveng, Saypraseuth and Laradji, Issam and Ayed, Ismail Ben and Vázquez, David and Pedersoli, Marco”

arXiv 2020.

«Source-relaxed domain adaptation for image segmentation»

Bateson, Mathilde and Kervadec, Hoel and Dolz, Jose and Lombaert, Herve and Ayed, Ismail Ben”

arXiv 2020.

«Pose guided gated fusion for person re-identification»

Bhuiyan, Amran and Liu, Yang and Siva, Parthipan and Javan, Mehrsan and Ayed, Ismail Ben and Granger, Eric”

Proceedings – 2020 IEEE Winter Conference on Applications of Computer Vision, WACV 2020 2020.

«Transductive information maximization for few-shot learning»

Boudiaf, Malik and Dolz, José and Masud, Ziko Imtiaz and Piantanida, Pablo and Rony, Jérôme and Ayed, Ismail Ben”

arXiv 2020.

«Laplacian Regularized Few-Shot Learning»

Ziko, Imtiaz Masud and Dolz, Jose and Granger, Eric and Ayed, Ismail Ben”

arXiv 2020.

«On the texture bias for few-shot CNN segmentation»

Azad, Reza and Fayjie, Abdur R. and Kauffman, Claude and Ayed, Ismail Ben and Pedersoli, Marco and Dolz, Jose”

arXiv 2020.

«Metric learning: Cross-entropy vs. pairwise losses»

Boudiaf, Malik and Rony, Jérôme and Ziko, Imtiaz Masud and Granger, Eric and Pedersoli, Marco and Piantanida, Pablo and Ayed, Ismail Ben”

arXiv 2020.

«Bounding boxes for weakly supervised segmentation: Global constraints get close to full supervision»

Kervadec, Hoel and Dolz, Jose and Wang, Shanshan and Granger, Eric and Ayed, Ismail Ben”

arXiv 2020.

«A survey of pruning methods for efficient person re-identification across domains»

Masson, Hugo and Bhuiyan, Amran and Nguyen-Meidine, Le Thanh and Javan, Mehrsan and Siva, Parthipan and Ayed, Ismail Ben and Granger, Eric”

arXiv 2019.

«Curriculum semi-supervised segmentation»

Kervadec, H and Dolz, J and Granger, É and Ayed, I B”

International Conference on łdots 2019.

«Min-max entropy for weakly supervised pointwise localization»

Belharbi, Soufiane and Rony, Jérôme and Dolz, Jose and Ben Ayed, Ismail and McCaffrey, Luke and Granger, Eric”

2019.

«Non-parametric Uni-modality Constraints for Deep Ordinal Classification»

Belharbi, Soufiane and Ayed, Ismail Ben and McCaffrey, Luke and Granger, Eric”

arXiv 2019.

«Deep ordinal classification with inequality constraints»

Belharbi, Soufiane and Ayed, Ismail Ben and McCaffrey, Luke and Granger, Eric”

arXiv 2019.

«Adversarial learning of general transformations for data augmentation»

Mounsaveng, Saypraseuth and Vazquez, David and Ayed, Ismail Ben and Pedersoli, Marco”

arXiv 2019.

«Universal adversarial audio perturbations»

Abdoli, Sajjad and Hafemann, Luiz G. and Rony, Jérôme and Ayed, Ismail Ben and Cardinal, Patrick and Koerich, Alessandro L.”

arXiv 2019.

«Constrained domain adaptation for segmentation»

Bateson, Mathilde and Dolz, Jose and Kervadec, Hoel and Lombaert, Hervé and Ayed, Ismail Ben”

arXiv 2019.

«Deep weakly-supervised learning methods for classification and localization in histology images: A survey»

Rony, Jérôme and Belharbi, Soufiane and Dolz, Jose and Ayed, Ismail Ben and McCaffrey, Luke and Granger, Eric”

arXiv 2019.

«Discretely-constrained deep network for weakly supervised segmentation»

Peng, Jizong and Kervadec, Hoel and Dolz, Jose and Ayed, Ismail Ben and Pedersoli, Marco and Desrosiers, Christian”

arXiv 2019.

«On direct distribution matching for adapting segmentation networks»

Pichler, Georg and Dolz, Jose and Ben Ayed, Ismail and Piantanida, Pablo”

arXiv 2019.

«Beyond gradient descent for regularized segmentation losses»

Marin, Dmitrii and Tang, Meng and Ayed, Ismail Ben and Boykov, Yuri”

Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition 2019.

«Weakly Supervised Object Localization using Min-Max Entropy: an Interpretable Framework»

Belharbi, Soufiane and Rony, Jérôme and Dolz, Jose and Ayed, Ismail Ben and McCaffrey, Luke and Granger, Eric”

arXiv 2019.

«Clustering with fairness constraints: A flexible and scalable approach»

Ziko, Imtiaz Masud and Granger, Eric and Yuan, Jing and Ayed, Ismail Ben”

2019.

«On regularized losses for weakly-supervised CNN segmentation»

Tang, Meng and Perazzi, Federico and Djelouah, Abdelaziz and Ayed, Ismail Ben and Schroers, Christopher and Boykov, Yuri”

arXiv 2018.

«Multi-region segmentation of bladder cancer structures in MRI with progressive dilated convolutional networks»

Dolz, Jose and Xu, Xiaopan and Rony, Jérôme and Yuan, Jing and Liu, Yang and Granger, Eric and Desrosiers, Christian and Ayed, Ismail Ben and Lu, Hongbing”

arXiv 2018.

«HyperDense-Net: A hyper-densely connected CNN for multi-modal image segmentation»

Dolz, Jose and Gopinath, Karthik and Yuan, Jing and Lombaert, Herve and Desrosiers, Christian and Ayed, Ismail Ben”

arXiv 2018.

«Scalable laplacian k-modes»

Ziko, Imtiaz Masud and Granger, Eric and Ayed, Ismail Ben”

arXiv 2018.

«Boundary loss for highly unbalanced segmentation»

Kervadec, Hoel and Bouchtiba, Jihene and Desrosiers, Christian and Granger, Eric and Dolz, Jose and Ayed, Ismail Ben”

arXiv 2018.

«Constrained-CNN Losses for Weakly Supervised Segmentation»

Kervadec, Hoel and Dolz, Jose and Tang, Meng and Granger, Eric and Boykov, Yuri and Ayed, Ismail Ben”

arXiv 2018.

«IVD-Net: Intervertebral disc localization and segmentation in MRI with a multi-modal UNet»

Dolz, Jose and Desrosiers, Christian and Ben Ayed, Ismail”

arXiv 2018.

«Dense Multi-path U-Net for Ischemic Stroke Lesion Segmentation in Multiple Image Modalities»

Dolz, Jose and Ayed, Ismail Ben and Desrosiers, Christian”

arXiv 2018.

«Deep clustering: On the link between discriminative models and K-means»

Jabi, Mohammed and Pedersoli, Marco and Mitiche, Amar and Ayed, Ismail Ben”

arXiv 2018.

«Beyond gradient descent for regularized segmentation losses»

Marin, Dmitrii and Tang, Meng and Ayed, Ismail Ben and Boykov, Yuri”

arXiv 2018.

«Decoupling Direction and Norm for Efficient Gradient-Based L2 Adversarial Attacks and Defenses»

Rony, Jérôme and Hafemann, Luiz G. and Oliveira, Luiz S. and Ayed, Ismail Ben and Sabourin, Robert and Granger, Eric”

arXiv 2018.

«DOPE: Distributed optimization for pairwise energies»

Dolz, Jose and Ayed, Ismail Ben and Desrosiers, Christian”

arXiv 2017.

«Unbiased Shape Compactness for Segmentation»

Dolz, Jose and Ayed, Ismail Ben and Desrosiers, Christian”

arXiv 2017.

«ISOINTENSE INFANT BRAIN SEGMENTATION with A HYPER-DENSE CONNECTED CONVOLUTIONAL NEURAL NETWORK»

Dolz, Jose and Ayed, Ismail Ben and Yuan, Jing and Desrosiers, Christian”

arXiv 2017.

«Kernel clustering: Density biases and solutions»

Marin, Dmitrii and Tang, Meng and Ayed, Ismail Ben and Boykov, Yuri”

arXiv 2017.

«A 3D fully convolutional neural network and a random walker to segment the esophagus in CT»

Fechter, Tobias and Adebahr, Sonja and Baltas, Dimos and Ayed, Ismail Ben and Desrosiers, Christian and Dolz, Jose”

arXiv 2017.

«An ILP solver for multi-label MRFS with connectivity constraints»

Shen, Ruobing and Kendinibilir, Eric and Ayed, Ismail Ben and Lodi, Andrea and Tramontani, Andrea and Reinelt, Gerhard”

arXiv 2017.

«Deep CNN ensembles and suggestive annotations for infant brain MRI segmentation»

Dolz, Jose and Desrosiers, Christian and Wang, Li and Yuan, Jing and Shen, Dinggang and Ayed, Ismail Ben”

arXiv 2017.

«Secrets of grabcut and kernel K-means»

Tang, Meng and Ayed, Ismail Ben and Marin, Dmitrii and Boykov, Yuri”

Proceedings of the IEEE International Conference on Computer Vision 2015.

«Volumetric bias in segmentation and reconstruction: Secrets and solutions»

Boykov, Yuri and Isack, Hossam and Olsson, Carl and Ayed, Ismail Ben”

Proceedings of the IEEE International Conference on Computer Vision 2015.

«Submodularization for binary pairwise energies»

Gorelick, Lena and Boykov, Yuri and Veksler, Olga and Ayed, Ismail Ben and Delong, Andrew”

Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition 2014.

«Detecting left ventricular impaired relaxation using MR imaging»

Punithakumar, Kumaradevan and Noga, Michelle and Boulanger, Pierre and Ben Ayed, Ismail and Afshin, Mariam and Goela, Aashish and Islam, Ali and Li, Shuo”

2014 IEEE-EMBS International Conference on Biomedical and Health Informatics, BHI 2014 2014.

«TRIC: trust region for invariant compactness and its application to abdominal aorta segmentation.»

Ben Ayed, Ismail and Wang, Michael and Miles, Brandon and Garvin, Gregory J.”

Medical image computing and computer-assisted intervention : MICCAI … International Conference on Medical Image Computing and Computer-Assisted Intervention 2014.

«Graph cut segmentation with a global constraint: Recovering region distribution via a bound of the bhattacharyya measure»

Ayed, Ismail Ben and Chen, Hua Mei and Punithakumar, Kumaradevan and Ross, Ian and Li, Shuo”

Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition 2010.

«Finding image distributions on active curves»

Ayed, Ismail Ben and Mitiche, Amar and Salah, Mohamed Ben and Li, Shuo”

Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition 2010.

«Left ventricle tracking using overlap priors.»

Ben Ayed, Ismail and Lu, Yingli and Li, Shuo and Ross, Ian”

Medical image computing and computer-assisted intervention : MICCAI … International Conference on Medical Image Computing and Computer-Assisted Intervention 2008.

«Tracking distributions with an overlap prior»

Ayed, Ismail Ben and Li, Shuo and Ross, Ian”

26th IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2008.

«Multiregion graph cut image segmentation»

Salan, Mohamed Ben and Ayed, Ismail Ben and Mitiche, Amar”

VISAPP 2008 – 3rd International Conference on Computer Vision Theory and Applications, Proceedings 2008.

«Variational unsupervised segmentation of multi-look complex polarimetric images using a Wishart observation model»

Ayed, Ismail Ben and Mitiche, Amar and Belhadj, Ziad”

Proceedings – International Conference on Image Processing, ICIP 2006.

«A partition constrained minimization scheme for efficient multiphase level set image segmentation»

Ayed, Ismail Ben and Mitiche, Amar”

Proceedings – International Conference on Image Processing, ICIP 2006.

«Level set curve evolution partitioning of polarimetric images»

Ayed, Ismail Ben and Mitiche, Amar and Belhadj, Ziad”

Proceedings – International Conference on Image Processing, ICIP 2005.

«SAR image segmentation with active contours and level sets»

Ben Ayed, Ismail and Vázquez, Carlos and Mitiche, Amar and Belhadj, Ziad”

Proceedings – International Conference on Image Processing, ICIP 2004.

«Image segmentation as regularized clustering: A fully global curve evolution method»

Vázquez, Carlos and Mitiche, Amar and Ayed, Ismail Ben”

Proceedings – International Conference on Image Processing, ICIP 2004.