Lifting schemes for joint coding of stereoscopic pairs of satellite images). - Mounir Kaaniche; Amel Benazza-Benyahia; Jean-Christophe Pesquet; Béatrice Pesquet-Popescu (EUSIPCO, 2007)

Dense disparity map representations for stereo image coding. - Mounir Kaaniche; Wided Miled; Béatrice Pesquet-Popescu; Amel Benazza-Benyahia; Jean-Christophe Pesquet (ICIP, 2009)

Dense disparity estimation in multiview video coding. - Ismaël Daribo; Mounir Kaaniche; Wided Miled; Marco Cagnazzo; Béatrice Pesquet-Popescu (MMSP, 2009)

Vector Lifting Schemes for Stereo Image Coding. - Mounir Kaaniche; Amel Benazza-Benyahia; Béatrice Pesquet-Popescu; Jean-Christophe Pesquet (IEEE Trans. Image Process., 2009)

Two-dimensional non separable adaptive lifting scheme for still and stereo image coding. - Mounir Kaaniche; Jean-Christophe Pesquet; Amel Benazza-Benyahia; Béatrice Pesquet-Popescu (ICASSP, 2010)

Adaptive vector lifting schemes and applications to stereo image coding. (Schémas de lifting vectoriels adaptatifs et applications à la compression d'images stéréoscopiques). - Mounir Kaaniche (2010)

Proximal splitting methods for depth estimation. - Mireille El Gheche; Jean-Christophe Pesquet; Joumana Farah; Mounir Kaaniche; Béatrice Pesquet-Popescu (ICASSP, 2011)

Non-separable lifting scheme with adaptive update step for still and stereo image coding. - Mounir Kaaniche; Amel Benazza-Benyahia; Béatrice Pesquet-Popescu; Jean-Christophe Pesquet (Signal Process., 2011)

ℓ1-adapted non separable vector lifting schemes for stereo image coding. - Mounir Kaaniche; Béatrice Pesquet-Popescu; Jean-Christophe Pesquet (EUSIPCO, 2012)

Adaptive lifting schemes with a global ℓ1 minimization technique for image coding. - Mounir Kaaniche; Béatrice Pesquet-Popescu; Jean-Christophe Pesquet; Amel Benazza-Benyahia (ICIP, 2012)

A convex programming bit allocation method for sparse sources. - Mounir Kaaniche; Aurélia Fraysse; Béatrice Pesquet-Popescu; Jean-Christophe Pesquet (PCS, 2012)

Adaptive lifting scheme with sparse criteria for image coding. - Mounir Kaaniche; Béatrice Pesquet-Popescu; Amel Benazza-Benyahia; Jean-Christophe Pesquet (EURASIP J. Adv. Signal Process., 2012)

Disparity Estimation Techniques. - Mounir Kaaniche; Raffaele Gaetano; Marco Cagnazzo; Béatrice Pesquet-Popescu (Emerging Technologies for 3D Video, 2013)

An efficient retrieval strategy for wavelet-based quantized images. - Amani Chaker; Mounir Kaaniche; Amel Benazza-Benyahia (ICASSP, 2013)

Efficient joint multiscale decomposition for color stereo image coding. - O. Dhifallah; Mounir Kaaniche; Amel Benazza-Benyahia (EUSIPCO, 2014)

Multivariate statistical modeling for stereo image retrieval. - Amani Chaker; Mounir Kaaniche; Amel Benazza-Benyahia (EUVIP, 2014)

Optimized residual image for stereo image coding. - Walid Hachicha; Mounir Kaaniche; Azeddine Beghdadi; Faouzi Alaya Cheikh (EUVIP, 2014)

Accurate rate-distortion approximation for sparse Bernoulli-Generalized Gaussian models. - Mounir Kaaniche; Aurélia Fraysse; Béatrice Pesquet-Popescu; Jean-Christophe Pesquet (ICASSP, 2014)

Exploiting disparity information for stereo image retrieval. - Amani Chaker; Mounir Kaaniche; Amel Benazza-Benyahia (ICIP, 2014)

Rate distortion optimal bit allocation for stereo image coding. - Walid Hachicha; Mounir Kaaniche; Azeddine Beghdadi; Faouzi Alaya Cheikh (ICIP, 2014)

A Bit Allocation Method for Sparse Source Coding. - Mounir Kaaniche; Aurélia Fraysse; Béatrice Pesquet-Popescu; Jean-Christophe Pesquet (IEEE Trans. Image Process., 2014)

An efficient statistical-based retrieval approach for JPEG2000 compressed images. - Amani Chaker; Mounir Kaaniche; Amel Benazza-Benyahia; Marc Antonini (EUSIPCO, 2015)

Sparse based adaptive non separable vector lifting scheme for holograms compression. - Yafei Xing; Mounir Kaaniche; Béatrice Pesquet-Popescu; Frédéric Dufaux (IC3D, 2015)

Block dependent dictionary based disparity compensation for stereo image coding. - Gabriel Dauphin; Mounir Kaaniche; Anissa Zergaïnoh-Mokraoui (ICIP, 2015)

Optimized lifting schemes based on ENO stencils for image approximation. - Mounir Kaaniche; Basarab Matei; Sylvain Meignen (ICIP, 2015)

Disparity based stereo image retrieval through univariate and bivariate models. - Amani Chaker; Mounir Kaaniche; Amel Benazza-Benyahia (Signal Process. Image Commun., 2015)

Efficient Inter-View Bit Allocation Methods for Stereo Image Coding. - Walid Hachicha; Mounir Kaaniche; Azeddine Beghdadi; Faouzi Alaya Cheikh (IEEE Trans. Multim., 2015)

An efficient image retrieval method under dithered-based quantization scheme. - Amani Chaker; Mounir Kaaniche; Amel Benazza-Benyahia; Marc Antonini (EUSIPCO, 2016)

Efficient retrieval strategies for quantized stereo image. - Amani Chaker; Mounir Kaaniche; Amel Benazza-Benyahia (ISIVC, 2016)

No-reference stereo image quality assessment based on joint wavelet decomposition and statistical models. - Walid Hachicha; Mounir Kaaniche; Azeddine Beghdadi; Faouzi Alaya Cheikh (Signal Process. Image Commun., 2017)

Joint Statistical Models for No-Reference Stereoscopic Image Quality Assessment. - Zohaib Amjad Khan; Mounir Kaaniche; Azeddine Beghdadi; Faouzi Alaya Cheikh (EUVIP, 2018)

Liver surface reconstruction for image guided surgery. - Congcong Wang; Faouzi Alaya Cheikh; Mounir Kaaniche; Ole Jakob Elle (Image-Guided Procedures, 2018)

A Smoke Removal Method for Laparoscopic Images. - Congcong Wang; Faouzi Alaya Cheikh; Mounir Kaaniche; Ole Jakob Elle (CoRR, 2018)

Sparse optimization of non separable vector lifting scheme for stereo image coding. - I. Bezzine; Mounir Kaaniche; Saadi Boudjit; Azeddine Beghdadi (J. Vis. Commun. Image Represent., 2018)

Efficient transform-based texture image retrieval techniques under quantization effects. - Amani Chaker; Mounir Kaaniche; Amel Benazza-Benyahia; Marc Antonini (Multim. Tools Appl., 2018)

Depth-based color stereo images retrieval using joint multivariate statistical models. - Emna Ghodhbani; Mounir Kaaniche; Amel Benazza-Benyahia (Signal Process. Image Commun., 2019)

Close Approximation of Kullback-Leibler Divergence for Sparse Source Retrieval. - Emna Ghodhbani; Mounir Kaaniche; Amel Benazza-Benyahia (IEEE Signal Process. Lett., 2019)

Efficient Enhancement of Stereo Endoscopic Images Based on Joint Wavelet Decomposition and Binocular Combination. - Bilel Sdiri; Mounir Kaaniche; Faouzi Alaya Cheikh; Azeddine Beghdadi; Ole Jakob Elle (IEEE Trans. Medical Imaging, 2019)

Optimized Lifting Scheme Based on A Dynamical Fully Connected Network for Image Coding. - Tassnim Dardouri; Mounir Kaaniche; Amel Benazza-Benyahia; Jean-Christophe Pesquet (ICIP, 2020)

Residual Networks Based Distortion Classification and Ranking for Laparoscopic Image Quality Assessment. - Zohaib Amjad Khan; Azeddine Beghdadi; Mounir Kaaniche; Faouzi Alaya Cheikh (ICIP, 2020)

Towards a video quality assessment based framework for enhancement of laparoscopic videos. - Zohaib Amjad Khan; Azeddine Beghdadi; Faouzi Alaya Cheikh; Mounir Kaaniche; Egidijus Pelanis; Rafael Palomar; Åsmund Avdem Fretland; Bjørn Edwin; Ole Jakob Elle (Image Perception, Observer Performance, and Technology Assessment, 2020)

A Multi-Criteria Contrast Enhancement Evaluation Measure using Wavelet Decomposition. - Zohaib Amjad Khan; Azeddine Beghdadi; Faouzi Alaya Cheikh; Mounir Kaaniche; Muhammad Ali Qureshi (MMSP, 2020)

Convolution Autoencoder-Based Sparse Representation Wavelet for Image Classification. - Tan-Sy Nguyen; Long H. Ngo; Marie Luong; Mounir Kaaniche; Azeddine Beghdadi (MMSP, 2020)

Learning Based Contrast Enhancement Evaluation Using Cartoon Texture Decomposition. - Zohaib Amjad Khan; Azeddine Beghdadi; Mounir Kaaniche; Faouzi Alaya Cheikh (EUVIP, 2021)

A Neural Network Approach For Joint Optimization Of Predictors In Lifting-Based Image Coders. - Tassnim Dardouri; Mounir Kaaniche; Amel Benazza-Benyahia; Jean-Christophe Pesquet; Gabriel Dauphin (ICIP, 2021)

Joint Denoising of Stereo Images Using 3D CNN. - Malek Khamassi; Mounir Kaaniche; Amel Benazza-Benyahia (ISIVC, 2021)

An Effective 3D ResNet Architecture for Stereo Image Retrieval. - Emna Ghodhbani; Mounir Kaaniche; Amel Benazza-Benyahia (VISIGRAPP (4: VISAPP), 2021)

A New Video Quality Assessment Dataset for Video Surveillance Applications. - Azeddine Beghdadi; Muhammad Ali Qureshi; Dakkar Borhen Eddine; Hammad Hassan Gillani; Zohaib Amjad Khan; Mounir Kaaniche; Mohib Ullah; Faouzi Alaya Cheikh (ICIP, 2022)

A neural network based framework for effective laparoscopic video quality assessment. - Zohaib Amjad Khan; Azeddine Beghdadi; Mounir Kaaniche; Faouzi Alaya Cheikh; Osama Gharbi (Comput. Medical Imaging Graph., 2022)

End-to-End Blind Quality Assessment for Laparoscopic Videos using Neural Networks. - Zohaib Amjad Khan; Azeddine Beghdadi; Mounir Kaaniche; Faouzi Alaya Cheikh; Osama Gharbi (CoRR, 2022)

Dynamic Neural Network for Lossy-to-Lossless Image Coding. - Tassnim Dardouri; Mounir Kaaniche; Amel Benazza-Benyahia; Jean-Christophe Pesquet (IEEE Trans. Image Process., 2022)

A novel multi-branch wavelet neural network for sparse representation based object classification. - Tan-Sy Nguyen; Marie Luong; Mounir Kaaniche; Long H. Ngo; Azeddine Beghdadi (Pattern Recognit., 2023)

NNCD-IQA: A new neural networks based compressed database for image quality assessment. - Zohaib Amjad Khan; Tassnim Dardouri; Mounir Kaaniche; Gabriel Dauphin (Multim. Tools Appl., 2023)

Unrolled Projected Gradient Algorithm For Stain Separation In Digital Histopathological Images. - Aymen Sadraoui; Astrid Laurent-Bellue; Mounir Kaaniche; Amel Benazza-Benyahia; Catherine Guettier; Jean-Christophe Pesquet (ICIP, 2024)

DSNet: A dynamic squeeze network for real-time weld seam image segmentation. - Chen Jia; Congcong Wang; Fan Shi 001; Mounir Kaaniche; Meng Zhao 001; Yan Jing; Shengyong Chen (Eng. Appl. Artif. Intell., 2024)

Joint Learning of Fully Connected Network Models in Lifting Based Image Coders. - Tassnim Dardouri; Mounir Kaaniche; Amel Benazza-Benyahia; Gabriel Dauphin; Jean-Christophe Pesquet (IEEE Trans. Image Process., 2024)

UNEM: UNrolled Generalized EM for Transductive Few-Shot Learning. - Long Zhou; Fereshteh Shakeri; Aymen Sadraoui; Mounir Kaaniche; Jean-Christophe Pesquet; Ismail Ben Ayed (CVPR, 2025)

Multi-task convolution neural network-based lifting scheme for image compression. - Tassnim Dardouri; Mounir Kaaniche; Amel Benazza-Benyahia; Gabriel Dauphin (Pattern Recognit. Lett., 2025)

SU3plus: An Enhanced Swin-UNet for Synthesizing Vertically Integrated Liquid From Multiple Meteorological Satellite Data. - Jingtao Li; Zhixuan Zhou; Xintong Zhao; Mounir Kaaniche; Congcong Wang; Ding Liu (IEEE Trans. Geosci. Remote. Sens., 2025)