| 2022 | ICAART | On Equivalence between Linear-chain Conditional Random Fields and Hidden Markov Chains. | Elie Azeraf, Emmanuel Monfrini, Wojciech Pieczynski |
| 2022 | ICPRAM | Improving Usual Naive Bayes Classifier Performances with Neural Naive Bayes based Models. | Elie Azeraf, Emmanuel Monfrini, Wojciech Pieczynski |
| 2021 | ICAART | Introducing the Hidden Neural Markov Chain Framework. | Elie Azeraf, Emmanuel Monfrini, Emmanuel Vignon, Wojciech Pieczynski |
| 2017 | ICASSP | Unsupervised learning of asymmetric high-order autoregressive stochastic volatility model. | Ivan Gorynin, Emmanuel Monfrini, Wojciech Pieczynski |
| 2013 | ICASSP | Challenging eye segmentation using Triplet Markov spatial models. | Dalila Benboudjema, Nadia Othman, Bernadette Dorizzi, Wojciech Pieczynski |
| 2011 | ICASSP | An extension of the ICA model using latent variables. | Selwa Rafi, Marc Castella, Wojciech Pieczynski |
| 2007 | IGARSS | Unsupervised segmentation of SAR images using Triplet Markov fields and fisher noise distributions. | Dalila Benboudjema, Florence Tupin, Wojciech Pieczynski, Marc Sigelle, Jean-Marie Nicolas |
| 2006 | ICASSP | Unsupervised Segmentation Of Non Stationary Images With Non Gaussian Correlated Noise Using Triplet Markov Fields And The Pearson System. | Dalila Benboudjema, Wojciech Pieczynski |
| 2006 | ICASSP | Contextual Estimation Of Hidden Markov Chains With Application To Image Segmentation. | Stphane Derrode, Lamia Benyoussef, Wojciech Pieczynski |
| 2006 | IGARSS | Copula-based Stochastic Kernels for Abrupt Change Detection. | Grgoire Mercier, Stphane Derrode, Wojciech Pieczynski, Jean-Marie Nicolas, Annabele Joannic-Chardin, Jordi Inglada |
| 2005 | ICASSP | Copulas in Vectorial Hidden Markov Chains for Multicomponent Image Segmentation. | Nicolas Brunel, Wojciech Pieczynski, Stphane Derrode |
| 2005 | ICIP | Segmenting non stationary images with triplet Markov fields. | Dalila Benboudjema, Wojciech Pieczynski |
| 2003 | ICASSP | Particle filtering with pairwise Markov processes. | Franois Desbouvries, Wojciech Pieczynski |
| 2003 | ICASSP | Kalman filtering using pairwise Gaussian models. | Wojciech Pieczynski, Franois Desbouvries |
| 2003 | ICIP | Unsupervised multicomponent image segmentation combining a vectorial HMC model and ICA. | Stphane Derrode, Grgoire Mercier, Wojciech Pieczynski |
| 2003 | IGARSS | Multiscale oil slick segmentation with Markov chain model. | Grgoire Mercier, Stphane Derrode, Wojciech Pieczynski, Jean-Marc Le Caillec, Ren Garello |
| 1999 | ICIP | Hidden Evidential Markov Trees and Image Segmentation. | Wojciech Pieczynski |
| 1996 | ICIP | Unsupervised segmentation of multisensor images using generalized hidden Markov chains. | Nathalie Giordana, Wojciech Pieczynski |
| 1995 | ICASSP | Unsupervised adaptive image segmentation. | Zoltan Kato, Josiane Zerubia, Marc Berthod, Wojciech Pieczynski |
| 1995 | ICASSP | Unsupervised Bayesian segmentation using hidden Markovian fields. | Fabien Salzenstein, Wojciech Pieczynski |
| 1992 | ICPR | Hidden Markov fields and unsupervised segmentation of images. | Olivier Allagnat, Jean-Marc Boucher, Dong-Chen He, Wojciech Pieczynski |