A convex approximation of regularization models for motion estimation with Markov random fields. - Mustapha Kardouchi; Albert Dipanda; Franck Marzani; Louis Legrand (ICIP (1), 1996)

Estimation of large-amplitude motion and disparity fields: application to intermediate view reconstruction. - Moustapha Kardouchi; Janusz Konrad; Carlos Vázquez 001 (VCIP, 2001)

Using Fourier local magnitude in adaptive smoothness constraints in motion estimation. - Louis Legrand; Albert Dipanda; Franck Marzani; Mustapha Kardouchi (Pattern Recognit. Lett., 2007)

Improving Bag of Visual Words Image Retrieval: A Fuzzy Weighting Scheme for Efficient Indexation. - Wassim Bouachir; Mustapha Kardouchi; Nabil Belacel (SITIS, 2009)

Semi-automatic Cervical Cancer Segmentation Using Active Contours without Edges. - Othmane El Meslouhi; Moustapha Kardouchi; Hakim Allali; Taoufiq Gadi (SITIS, 2009)

Image Registration Using OpponentSIFT Descriptor: Application to Colposcopic Images with Specular Reflections. - Othmane El Meslouhi; Hakim Allali; Taoufiq Gadi; Yassir Ait Benkaddour; Moustapha Kardouchi (SITIS, 2010)

Automatic detection and inpainting of specular reflections for colposcopic images. - Othmane El Meslouhi; Moustapha Kardouchi; Hakim Allali; Taoufiq Gadi; Yassir Ait Benkaddour (Central Eur. J. Comput. Sci., 2011)

Fast and efficient face recognition system using random forest and histograms of oriented gradients. - Abdel Ilah Salhi; Mustapha Kardouchi; Nabil Belacel (BIOSIG, 2012)

Rotation invariant fuzzy shape contexts based on Eigenshapes and fourier transforms for efficient radiological image retrieval. - Alaidine Ben Ayed; Mustapha Kardouchi; Sid-Ahmed Selouani (ICMCS, 2012)

Radiological image classification using HMMs and Shape contexts. - Alaidine Ben Ayed; Sid-Ahmed Selouani; Mustapha Kardouchi; Yacine Benahmed (ISSPA, 2012)

A Hierarchical Clustering Based Heuristic for Automatic Clustering. - François LaPlante; Nabil Belacel; Mustapha Kardouchi (ICAART (1), 2014)

A Heuristic Automatic Clustering Method Based on Hierarchical Clustering. - François LaPlante; Nabil Belacel; Mustapha Kardouchi (ICAART (Revised Selected Papers), 2014)

Face Recognition System Using Gabor Features and HTK Toolkit. - Zineb Elgarrai; Othmane El Meslouhi; Hakim Allali; Mustapha Kardouchi; Sid-Ahmed Selouani (SITIS, 2014)

Image Categorization Using a Heuristic Automatic Clustering Method Based on Hierarchical Clustering. - François LaPlante; Mustapha Kardouchi; Nabil Belacel (ICIAR, 2015)

Offline Face Recognition System Based on Gabor- Fisher Descriptors and Hidden Markov Models. - Zineb Elgarrai; Othmane El Meslouhi; Mustapha Kardouchi; Hakim Allali; Sid-Ahmed Selouani (Int. J. Interact. Multim. Artif. Intell., 2016)

Robust facial expression recognition system based on hidden Markov models. - Zineb Elgarrai; Othmane El Meslouhi; Mustapha Kardouchi; Hakim Allali (Int. J. Multim. Inf. Retr., 2016)

Diabetic Retinopathy Detection Using Machine Learning and Texture Features. - Mohamed Chetoui; Moulay A. Akhloufi; Mustapha Kardouchi (CCECE, 2018)

Data Collection in UAV-Assisted Wireless Sensor Networks Powered by Harvested Energy. - Ilham Benmad; Elmahdi Driouch; Mustapha Kardouchi (PIMRC, 2021)

Trajectory Planning for Data Collection in Multi-UAV Assisted WSNs. - Ilham Benmad; Elmahdi Driouch; Mustapha Kardouchi (VTC Spring, 2022)

3D gesture segmentation for word-level Arabic sign language using large-scale RGB video sequences and autoencoder convolutional networks. - Abdelbasset Boukdir; Mohamed Benaddy; Ayoub Ellahyani; Othmane El Meslouhi; Mustapha Kardouchi (Signal Image Video Process., 2022)

Character-level arabic text generation from sign language video using encoder-decoder model. - Abdelbasset Boukdir; Mohamed Benaddy; Othmane El Meslouhi; Mustapha Kardouchi; Moulay Akhloufi (Displays, 2023)

Attention Mechanisms vs. Frequency filters in Medical Image Segmentation: a Comparative Study. - Ismayl Labbihi; Othmane El Meslouhi; Mohamed Benaddy; Zouhair Elamrani Abou Elassad; Mustapha Kardouchi; Moulay Akhloufi (ICAAI, 2024)

Combining frequency transformer and CNNs for medical image segmentation. - Ismayl Labbihi; Othmane El Meslouhi; Mohamed Benaddy; Mustapha Kardouchi; Moulay Akhloufi (Multim. Tools Appl., 2024)

An advanced accident avoidance system based on imbalance-control ensemble and deep learning fusion design. - Dauha Elamrani Abou Elassad; Zouhair Elamrani Abou Elassad; Abdel Majid Ed-dahbi; Othmane El Meslouhi; Mustapha Kardouchi; Moulay Akhloufi (J. Intell. Fuzzy Syst., 2024)