Hichem Frigui

Orcid: 0000-0002-8281-1629

According to our database1, Hichem Frigui authored at least 139 papers between 1992 and 2023.

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Bibliography

2023
ADA-VIT: Attention-Guided Data Augmentation for Vision Transformers.
Proceedings of the IEEE International Conference on Image Processing, 2023

Improving Automatic Target Recognition in Low Data Regime using Semi-Supervised Learning and Generative Data Augmentation.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023

2022
Local feature selection for multiple instance learning.
J. Intell. Inf. Syst., 2022

Confidence-Guided Data Augmentation for Deep Semi-Supervised Training.
CoRR, 2022

Lung Nodules Identification in CT Scans Using Multiple Instance Learning.
Proceedings of the 21st IEEE International Conference on Machine Learning and Applications, 2022

2021
Lung Nodule Malignancy Prediction in Sequential CT Scans: Summary of ISBI 2018 Challenge.
IEEE Trans. Medical Imaging, 2021

2020
Application of Convolutional and Recurrent Neural Networks for Buried Threat Detection Using Ground Penetrating Radar Data.
IEEE Trans. Geosci. Remote. Sens., 2020

3D U-Net for segmentation of pulmonary nodules in volumetric CT scans from multi-annotator truth estimation.
Proceedings of the Medical Imaging 2020: Computer-Aided Diagnosis, 2020

Lung Nodule Malignancy Classification Based ON NLSTx Data.
Proceedings of the 17th IEEE International Symposium on Biomedical Imaging, 2020

2019
A Large-Scale Multi-Institutional Evaluation of Advanced Discrimination Algorithms for Buried Threat Detection in Ground Penetrating Radar.
IEEE Trans. Geosci. Remote. Sens., 2019

Robust fuzzy clustering for multiple instance regression.
Pattern Recognit., 2019

Molecule specific normalization for protein and metabolite biomarker discovery.
Proceedings of the 34th ACM/SIGAPP Symposium on Applied Computing, 2019

Ensemble feature selection for biomarker discovery in mass spectrometry-based metabolomics.
Proceedings of the 34th ACM/SIGAPP Symposium on Applied Computing, 2019

Multiple Instance Learning for Malignant vs. Benign Classification of Lung Nodules in Thoracic Screening Ct Data.
Proceedings of the 16th IEEE International Symposium on Biomedical Imaging, 2019

2018
Multiple Instance Learning for Benign vs. Malignant Classification of Lung Nodules in CT Scans.
Proceedings of the 2018 IEEE International Symposium on Signal Processing and Information Technology (ISSPIT), 2018

Fuzzy and Possibilistic Clustering for Multiple Instance Linear Regression.
Proceedings of the 2018 IEEE International Conference on Fuzzy Systems, 2018

Cardio-Pulmonary Resuscitation (CPR) Scene Retrieval from Medical Simulation Videos Using Local Binary Patterns Over Three Orthogonal Planes.
Proceedings of the 2018 International Conference on Content-Based Multimedia Indexing, 2018

2017
3-D Active Contour Segmentation Based on Sparse Linear Combination of Training Shapes (SCoTS).
IEEE Trans. Medical Imaging, 2017

An ensemble feature selection method for biomarker discovery.
Proceedings of the 2017 IEEE International Symposium on Signal Processing and Information Technology, 2017

A Large and Diverse Dataset for Improved Vehicle Make and Model Recognition.
Proceedings of the 2017 IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2017

2016
Fuzzy clustering with learnable cluster-dependent kernels.
Pattern Anal. Appl., 2016

Multiple Instance Fuzzy Inference Neural Networks.
CoRR, 2016

Vehicle make and model recognition using local features and logo detection.
Proceedings of the International Symposium on Signal, Image, Video and Communications, 2016

Multiple Instance Learning with multiple positive and negative target concepts.
Proceedings of the 23rd International Conference on Pattern Recognition, 2016

MCMI-ANFIS: A robust multi class multiple instance Adaptive Neuro-Fuzzy Inference System.
Proceedings of the 2016 IEEE International Conference on Fuzzy Systems, 2016

Incorporating shape prior into active contours with a sparse linear combination of training shapes: Application to corpus callosum segmentation.
Proceedings of the 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2016

2015
Multiple Instance Mamdani Fuzzy Inference.
Int. J. Fuzzy Log. Intell. Syst., 2015

Ensemble hidden Markov models with application to landmine detection.
EURASIP J. Adv. Signal Process., 2015

Identification of cardio-pulmonary resuscitation (CPR) scenes in medical simulation videos using spatio-temporal gradient orientations.
Proceedings of the 2015 International Conference on Image Processing Theory, 2015

A multiple instance neuro-fuzzy inference system for fusion of multiple landmine detection algorithms.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

Speaker Identification in Medical Simulation Data Using Fisher Vector Representation.
Proceedings of the 14th IEEE International Conference on Machine Learning and Applications, 2015

MI-ANFIS: A multiple instance Adaptive Neuro-Fuzzy Inference System.
Proceedings of the 2015 IEEE International Conference on Fuzzy Systems, 2015

Fuzzy clustering of multiple instance data.
Proceedings of the 2015 IEEE International Conference on Fuzzy Systems, 2015

2014
Unsupervised clustering and feature weighting based on Generalized Dirichlet mixture modeling.
Inf. Sci., 2014

Text-independent Speaker Identification Using Soft Bag-of-Words Feature Representation.
Int. J. Fuzzy Log. Intell. Syst., 2014

Robust unmixing using consensus analysis.
Proceedings of the 6th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2014

Fusion of multiple landmine detection algorithms using an adaptive neuro fuzzy inference system.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

Robust Context Dependent Spectral Unmixing.
Proceedings of the 22nd International Conference on Pattern Recognition, 2014

Context dependent hyperspectral subpixel target detection.
Proceedings of the 2014 IEEE International Conference on Image Processing, 2014

Identification of cardio-pulmonary resuscitation (CPR) scenes in video simulating medical crises.
Proceedings of the 2014 1st International Conference on Advanced Technologies for Signal and Image Processing (ATSIP), 2014

Incremental fuzzy clustering with multiple kernels.
Proceedings of the 2014 1st International Conference on Advanced Technologies for Signal and Image Processing (ATSIP), 2014

2013
Piecewise Convex Multiple-Model Endmember Detection and Spectral Unmixing.
IEEE Trans. Geosci. Remote. Sens., 2013

An Overview of Unsupervised and Semi-Supervised Fuzzy Kernel Clustering.
Int. J. Fuzzy Log. Intell. Syst., 2013

Semi-Supervised Fuzzy Clustering with Learnable Cluster dependent Kernels.
Int. J. Artif. Intell. Tools, 2013

Multi-stream continuous hidden Markov models with application to landmine detection.
EURASIP J. Adv. Signal Process., 2013

Graph constrained multi-model unmixing using LIDAR information.
Proceedings of the 5th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2013

Mixture analysis based on spectral summarization.
Proceedings of the 5th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2013

2012
Adaptive Local Fusion With Fuzzy Integrals.
IEEE Trans. Fuzzy Syst., 2012

An evaluation of several fusion algorithms for anti-tank landmine detection and discrimination.
Inf. Fusion, 2012

Context Dependent Spectral Unmixing.
Proceedings of the IEEE International Workshop on Machine Learning for Signal Processing, 2012

Semantic Indexing of Video Simulations for Enhancing Medical Care During Crises.
Proceedings of the 11th International Conference on Machine Learning and Applications, 2012

Feature Mapping and Fusion for Music Genre Classification.
Proceedings of the 11th International Conference on Machine Learning and Applications, 2012

Hyperspectral image analysis with piece-wise convex endmember estimation and spectral unmixing.
Proceedings of the 19th IEEE International Conference on Image Processing, 2012

Fuzzy clustering with multiple kernels in feature space.
Proceedings of the FUZZ-IEEE 2012, 2012

2011
Land-Mine Detection With Ground-Penetrating Radar Using Multistream Discrete Hidden Markov Models.
IEEE Trans. Geosci. Remote. Sens., 2011

Random set framework for multiple instance learning.
Inf. Sci., 2011

A multiple instance learning approach for landmine detection using Ground Penetrating Radar.
Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

Landmine detection using an ensemble of continuous HMMs with multiple features.
Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

Image database categorization using robust unsupervised learning of finite generalized dirichlet mixture models.
Proceedings of the 18th IEEE International Conference on Image Processing, 2011

Relational Fuzzy Clustering with Multiple Kernels.
Proceedings of the Data Mining Workshops (ICDMW), 2011

Fuzzy clustering with Learnable Cluster dependent Kernels.
Proceedings of the FUZZ-IEEE 2011, 2011

Fuzzy clustering with Multiple Kernels.
Proceedings of the FUZZ-IEEE 2011, 2011

2010
Context-Dependent Multisensor Fusion and Its Application to Land Mine Detection.
IEEE Trans. Geosci. Remote. Sens., 2010

Spatially-smooth piece-wise convex endmember detection.
Proceedings of the 2nd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2010

A comparison of deterministic and probabilistic approaches to endmember representation.
Proceedings of the 2nd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2010

Multiple model endmember detection based on spectral and spatial information.
Proceedings of the 2nd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2010

Image database categorization using robust modeling of finite Generalized Dirichlet mixture.
Proceedings of the 2nd International Conference on Image Processing Theory Tools and Applications, 2010

Model level fusion of edge histogram descriptors and gabor wavelets for landmine detection with ground penetrating radar.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010

AN SVM classifier with HMM-based kernel for landmine detection using ground penetrating radar.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010

Possibilistic Clustering Based on Robust Modeling of Finite Generalized Dirichlet Mixture.
Proceedings of the 20th International Conference on Pattern Recognition, 2010

Adaptive Local Fusion with Neural Networks.
Proceedings of the Artificial Neural Networks, 2010

A noise robust variant of context extraction for local fusion.
Proceedings of the FUZZ-IEEE 2010, 2010

Local Fusion with Fuzzy Integrals.
Proceedings of the FUZZ-IEEE 2010, 2010

2009
Detection and Discrimination of Land Mines in Ground-Penetrating Radar Based on Edge Histogram Descriptors and a Possibilistic K-Nearest Neighbor Classifier.
IEEE Trans. Fuzzy Syst., 2009

RKF-PCA: Robust kernel fuzzy PCA.
Neural Networks, 2009

Context-Dependent Fusion for mine detection using Airborne Hyperspectral Imagery.
Proceedings of the First Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2009

Image annotation based on constrained clustering and semi-naive bayesian model.
Proceedings of the 14th IEEE Symposium on Computers and Communications (ISCC 2009), 2009

Robust kernel PCA using fuzzy membership.
Proceedings of the International Joint Conference on Neural Networks, 2009

Context-Dependent Fusion of Multiple Algorithms with Minimum Classification Error Learning.
Proceedings of the International Conference on Machine Learning and Applications, 2009

Discriminative Multi-stream Discrete Hidden Markov Models.
Proceedings of the International Conference on Machine Learning and Applications, 2009

Ensemble Possibilistic K-NN for Functional Clustering of Gene Expression Profiles in Human Cancers Challenge.
Proceedings of the International Conference on Machine Learning and Applications, 2009

Dominant Audio Descriptors for Audio Classification and Retrieval.
Proceedings of the International Conference on Machine Learning and Applications, 2009

Context extraction for local fusion using fuzzy clustering and feature discrimination.
Proceedings of the FUZZ-IEEE 2009, 2009

2008
MembershipMap: A Data Transformation for Knowledge Discovery Based on Granulation and Fuzzy Membership Aggregation.
Proceedings of the Computational Intelligence Paradigms, Innovative Applications, 2008

Fuzzy Clustering and Aggregation of Relational Data With Instance-Level Constraints.
IEEE Trans. Fuzzy Syst., 2008

A generic approach to semantic video indexing using adaptive fusion of multimodal classifiers.
Int. J. Imaging Syst. Technol., 2008

Semi-supervised Clustering and Aggregation of Relational Data.
Proceedings of the 13th IEEE Symposium on Computers and Communications (ISCC 2008), 2008

Context-Dependent Multi-Sensor Fusion for Landmine Detection.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008

Optimal feature weighting for the continuous HMM.
Proceedings of the 19th International Conference on Pattern Recognition (ICPR 2008), 2008

Optimal feature weighting for the discrete HMM.
Proceedings of the 19th International Conference on Pattern Recognition (ICPR 2008), 2008

Combining feedbackand image database categorization in CBIR.
Proceedings of the 2008 IEEE International Conference on Multimedia and Expo, 2008

Dominant Texture Descriptors for image classification and retrieval.
Proceedings of the International Conference on Image Processing, 2008

Image database categorization under spatial constraints using adaptive constrained clustering.
Proceedings of the FUZZ-IEEE 2008, 2008

Fusion of multi-modal features for efficient content-based image retrieval.
Proceedings of the FUZZ-IEEE 2008, 2008

2007
A Large-Scale Systematic Evaluation of Algorithms Using Ground-Penetrating Radar for Landmine Detection and Discrimination.
IEEE Trans. Geosci. Remote. Sens., 2007

Clustering and aggregation of relational data with applications to image database categorization.
Pattern Recognit., 2007

Adaptive Concept Learning through Clustering and Aggregation of Relational Data.
Proceedings of the Seventh SIAM International Conference on Data Mining, 2007

Mining Visual and Textual Data for Constructing a Multi-Modal Thesaurus.
Proceedings of the Seventh SIAM International Conference on Data Mining, 2007

Semi-Supervised Clustering and Feature Discrimination with Instance-Level Constraints.
Proceedings of the FUZZ-IEEE 2007, 2007

Transformation of Relational Features for Use with Conventional Classifiers.
Proceedings of the FUZZ-IEEE 2007, 2007

2006
MembershipMap: Data Transformation Based on Granulation and Fuzzy Membership Aggregation.
IEEE Trans. Fuzzy Syst., 2006

Adaptive Visual Regions Categorization with Sets of Points of Interest.
Proceedings of the Advances in Multimedia Information Processing, 2006

Three-band MRI image fusion utilizing the wavelet-based method optimized with two quantitative fusion metrics.
Proceedings of the Medical Imaging 2006: Image Processing, 2006

Clustering and aggregation of relational data with applications to image database categorization.
Proceedings of the Tenth IASTED International Conference on Internet and Multimedia Systems and Applications (IMSA 2006), 2006

Building a Multi-Modal Thesaurus from Annotated Images.
Proceedings of the 18th International Conference on Pattern Recognition (ICPR 2006), 2006

Region Based Image Annotation.
Proceedings of the International Conference on Image Processing, 2006

Detection and Discrimination of Land Mines based on Edge Histogram Descriptors and Fuzzy K-Nearest Neighbors.
Proceedings of the IEEE International Conference on Fuzzy Systems, 2006

Unsupervised Image Segmentation and Annotation for Content-Based Image Retrieval.
Proceedings of the IEEE International Conference on Fuzzy Systems, 2006

2005
Unsupervised learning of arbitrarily shaped clusters using ensembles of Gaussian models.
Pattern Anal. Appl., 2005

Real-Time Landmine Detection with Ground-Penetrating Radar Using Discriminative and Adaptive Hidden Markov Models.
EURASIP J. Adv. Signal Process., 2005

Unsupervised Identification of Points of Interest for Semi-Supervised Learning.
Proceedings of the IEEE International Conference on Fuzzy Systems, 2005

2004
Unsupervised learning of prototypes and attribute weights.
Pattern Recognit., 2004

Visualizing and Browsing Large Image Databases.
Proceedings of the International Conference on Information and Knowledge Engineering. IKE'04, 2004

Projection and Visualization based on Synchronization of Coupled Oscillators.
Proceedings of the 17th International Conference on Pattern Recognition, 2004

MembershipMap: Data Transformation Based on Membership Aggregation.
Proceedings of the 17th International Conference on Pattern Recognition, 2004

Landmine detection with ground penetrating radar using fuzzy k-nearest neighbors.
Proceedings of the IEEE International Conference on Fuzzy Systems, 2004

Membershipmap: a data transformation approach for knowledge discovery in databases.
Proceedings of the IEEE International Conference on Fuzzy Systems, 2004

2003
Unsupervised learning of arbitrarily shaped clusters with application to image database categorization.
Proceedings of the Storage and Retrieval for Media Databases 2003, 2003

Detection of land mines using fuzzy and possibilistic membership functions.
Proceedings of the 12th IEEE International Conference on Fuzzy Systems, 2003

Fuzzy clustering and subset feature weighting.
Proceedings of the 12th IEEE International Conference on Fuzzy Systems, 2003

Clustering fuzzy sets with application to image database categorization.
Proceedings of the 12th IEEE International Conference on Fuzzy Systems, 2003

2002
SyMP: an efficient clustering approach to identify clusters of arbitrary shapes in large data sets.
Proceedings of the Eighth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2002

Simultaneous categorization of text documents and identification of cluster-dependent keywords.
Proceedings of the 2002 IEEE International Conference on Fuzzy Systems, 2002

2001
Interactive image retrieval using fuzzy sets.
Pattern Recognit. Lett., 2001

Self-Organization of Pulse-Coupled Oscillators with Application to Clustering.
IEEE Trans. Pattern Anal. Mach. Intell., 2001

A Synchronization Based Algorithm for Discovering Ellipsoidal Clusters in Large Datasets.
Proceedings of the 2001 IEEE International Conference on Data Mining, 29 November, 2001

Handwritten Character Membership Function Estimation for Word Recognition.
Proceedings of the 10th IEEE International Conference on Fuzzy Systems, 2001

2000
Fuzzy logic detection of landmines with ground penetrating radar.
Signal Process., 2000

Extracting Web User Profiles Using Relational Competitive Fuzzy Clustering.
Int. J. Artif. Intell. Tools, 2000

Simultaneous clustering and attribute discrimination.
Proceedings of the Ninth IEEE International Conference on Fuzzy Systems, 2000

1999
A Robust Competitive Clustering Algorithm With Applications in Computer Vision.
IEEE Trans. Pattern Anal. Mach. Intell., 1999

1997
Clustering by competitive agglomeration.
Pattern Recognit., 1997

1996
A comparison of fuzzy shell-clustering methods for the detection of ellipses.
IEEE Trans. Fuzzy Syst., 1996

A robust algorithm for automatic extraction of an unknown number of clusters from noisy data.
Pattern Recognit. Lett., 1996

A Robust Clustering Algorithm Based on Competitive Agglomeration and Soft Rejection of Outliers.
Proceedings of the 1996 Conference on Computer Vision and Pattern Recognition (CVPR '96), 1996

1995
Fuzzy and possibilistic shell clustering algorithms and their application to boundary detection and surface approximation. II.
IEEE Trans. Fuzzy Syst., 1995

Fuzzy and possibilistic shell clustering algorithms and their application to boundary detection and surface approximation. I.
IEEE Trans. Fuzzy Syst., 1995

1993
The Fuzzy C Quadric Shell clustering algorithm and the detection of second-degree curves.
Pattern Recognit. Lett., 1993

1992
The fuzzy c spherical shells algorithm: A new approach.
IEEE Trans. Neural Networks, 1992


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