Nozha Boujemaa

According to our database1, Nozha Boujemaa authored at least 127 papers between 1996 and 2023.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

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On csauthors.net:

Bibliography

2023
Writing your own book: A method for going from closed to open book QA to improve robustness and performance of smaller LLMs.
CoRR, 2023

How Responsible LLMs are beneficial to search and exploration in Retail industry.
Proceedings of the 2023 ACM International Conference on Multimedia Retrieval, 2023

2021
Attribute Prototype Learning for Interactive Face Retrieval.
IEEE Trans. Inf. Forensics Secur., 2021

2019

2018
Automatic Image Annotation.
Proceedings of the Encyclopedia of Database Systems, Second Edition, 2018

2016
Semantic-based automatic structuring of leaf images for advanced plant species identification.
Multim. Tools Appl., 2016

Plant identification: man vs. machine - LifeCLEF 2014 plant identification challenge.
Multim. Tools Appl., 2016

A look inside the Pl@ntNet experience - The good, the bias and the hope.
Multim. Syst., 2016

2015
Confidence Sets for Fine-Grained Categorization and Plant Species Identification.
Int. J. Comput. Vis., 2015

Semantic Shape Models for Leaf Species Identification.
Proceedings of the Advanced Concepts for Intelligent Vision Systems, 2015

2014
Object-based visual query suggestion.
Multim. Tools Appl., 2014

Interactive plant identification based on social image data.
Ecol. Informatics, 2014

Multiple leaflets-based identification approach for compound leaf species.
Proceedings of the 1st International Workshop on Environnmental Multimedia Retrieval co-located with ACM International Conference on Multimedia Retrieval, 2014

Pl@ntNet Mobile 2014: Android port and new features.
Proceedings of the International Conference on Multimedia Retrieval, 2014

2013
The Future of Multimedia Analysis and Mining: Visions from the Shonan Meeting.
IEEE Multim., 2013

The imageCLEF plant identification task 2013.
Proceedings of the 2nd ACM international workshop on Multimedia analysis for ecological data, 2013


Identification of plants from multiple images and botanical IdKeys.
Proceedings of the International Conference on Multimedia Retrieval, 2013

Automated semantic leaf image categorization by geometric analysis.
Proceedings of the 2013 IEEE International Conference on Multimedia and Expo, 2013

Advanced tree species identification using multiple leaf parts image queries.
Proceedings of the IEEE International Conference on Image Processing, 2013

Vantage Feature Frames for Fine-Grained Categorization.
Proceedings of the 2013 IEEE Conference on Computer Vision and Pattern Recognition, 2013

The ImageCLEF 2013 Plant Identification Task.
Proceedings of the Working Notes for CLEF 2013 Conference , 2013

2012
The Future of Multimedia Analysis and Mining (NII Shonan Meeting 2012-9).
NII Shonan Meet. Rep., 2012

BLasso for object categorization and retrieval: Towards interpretable visual models.
Pattern Recognit., 2012

Alignment of 2D objects for shape interpretation.
Proceedings of the 13th International Workshop on Image Analysis for Multimedia Interactive Services, 2012

Multi-organ plant identification.
Proceedings of the 1st ACM international workshop on Multimedia analysis for ecological data, 2012

Distributed KNN-graph approximation via hashing.
Proceedings of the International Conference on Multimedia Retrieval, 2012

Leaf Shape Descriptor for Tree Species Identification.
Proceedings of the 2012 IEEE International Conference on Multimedia and Expo, 2012

Petiole shape detection for advanced leaf identification.
Proceedings of the 19th IEEE International Conference on Image Processing, 2012

Extraction of Leaf Parts by Image Analysis.
Proceedings of the Image Analysis and Recognition - 9th International Conference, 2012

Large Scale KNN-Graph Approximation.
Proceedings of the 12th IEEE International Conference on Data Mining Workshops, 2012

The ImageCLEF 2012 Plant Identification Task.
Proceedings of the CLEF 2012 Evaluation Labs and Workshop, 2012

Hash-Based Support Vector Machines Approximation for Large Scale Prediction.
Proceedings of the British Machine Vision Conference, 2012

2011
Multi-source shared nearest neighbours for multi-modal image clustering.
Multim. Tools Appl., 2011

Visual-based plant species identification from crowdsourced data.
Proceedings of the 19th International Conference on Multimedia 2011, Scottsdale, AZ, USA, November 28, 2011

Large scale visual-based event matching.
Proceedings of the 1st International Conference on Multimedia Retrieval, 2011

Interpretable visual models for human perception-based object retrieval.
Proceedings of the 1st International Conference on Multimedia Retrieval, 2011

Embedding Gestalt Laws on Conditional Random Field for Image Segmentation.
Proceedings of the Advances in Visual Computing - 7th International Symposium, 2011

The CLEF 2011 Plant Images Classification Task.
Proceedings of the CLEF 2011 Labs and Workshop, 2011

2010
Scene pathfinder: unsupervised clustering techniques for movie scenes extraction.
Multim. Tools Appl., 2010

IM(S)<sup>2</sup>: Interactive movie summarization system.
J. Vis. Commun. Image Represent., 2010

On the relevance of linear discriminative features.
Inf. Sci., 2010

Multi-source RSC model for multiple search result clustering.
Proceedings of the 11th International Workshop on Image Analysis for Multimedia Interactive Services, 2010

Interactive learning of heterogeneous visual concepts with local features.
Proceedings of the 18th International Conference on Multimedia 2010, 2010

Hierarchical visual thesaurus building for satellite image retrieval based on semantic region labelling.
Proceedings of the International Conference on Image Processing, 2010

2009
Automatic Image Annotation.
Proceedings of the Encyclopedia of Database Systems, 2009

ViCopT: a robust system for content-based video copy detection in large databases.
Multim. Syst., 2009


Interactive objects retrieval with efficient boosting.
Proceedings of the 17th International Conference on Multimedia 2009, 2009

Visual word pairs for automatic image annotation.
Proceedings of the 2009 IEEE International Conference on Multimedia and Expo, 2009

Cue Integration for Urban Area Extraction in Remote Sensing Images.
Proceedings of the Image Analysis and Recognition, 6th International Conference, 2009

Contextual classification of high-resolution satellite images.
Proceedings of the 2009 IEEE Symposium on Computational Intelligence for Image Processing, 2009

2008
Mental Search in Image Databases: Implicit Versus Explicit Content Query.
Proceedings of the Machine Learning Techniques for Multimedia, 2008

Active semi-supervised fuzzy clustering.
Pattern Recognit., 2008

Semantic interactive image retrieval combining visual and conceptual content description.
Multim. Syst., 2008

Modeling Loosely Annotated Images with Imagined Annotations
CoRR, 2008

INRIA-IMEDIA TRECVID 2008: Video Copy Detection.
Proceedings of the TRECVID 2008 workshop participants notebook papers, 2008

Non-homogeneous Conditional Random Fields for Contextual Image Segmentation.
Proceedings of the Tenth IEEE International Symposium on Multimedia (ISM2008), 2008

Stochastic image segmentation by combining region and edge cues.
Proceedings of the International Conference on Image Processing, 2008

Semantic region labelling using a point pattern analysis.
Proceedings of the 2008 16th European Signal Processing Conference, 2008

Interactive Image Retrieval Using a Hybrid Visual and Conceptual Content Representation.
Proceedings of the Multimodal Processing and Interaction, Audio, Video, Text, 2008

2007
Interactive Remote-Sensing Image Retrieval Using Active Relevance Feedback.
IEEE Trans. Geosci. Remote. Sens., 2007

High diversity transforms multimedia information retrieval into a cross-cutting field: report on the 8th Workshop on Multimedia Information Retrieval.
SIGMOD Rec., 2007

A Variational Framework for Adaptive Satellite Images Segmentation.
Proceedings of the Scale Space and Variational Methods in Computer Vision, 2007

Video Copy Detection on the Internet: The Challenges of Copyright and Multiplicity.
Proceedings of the 2007 IEEE International Conference on Multimedia and Expo, 2007

A New Angle-Based Spatial Modeling for Query by Visual Thesaurus Composition.
Proceedings of the International Conference on Image Processing, 2007

Interpretability based interest points detection.
Proceedings of the 6th ACM International Conference on Image and Video Retrieval, 2007

Video and image copy detection demo.
Proceedings of the 6th ACM International Conference on Image and Video Retrieval, 2007

Video copy detection: a comparative study.
Proceedings of the 6th ACM International Conference on Image and Video Retrieval, 2007

Image annotation: which approach for realistic databases?
Proceedings of the 6th ACM International Conference on Image and Video Retrieval, 2007

2006
Mental image search by boolean composition of region categories.
Multim. Tools Appl., 2006

Shape-Based Image Retrieval in Botanical Collections.
Proceedings of the Advances in Multimedia Information Processing, 2006

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

Labeling Complementary Local Descriptors Behavior for Video Copy Detection.
Proceedings of the Multimedia Content Representation, 2006

Robust voting algorithm based on labels of behavior for video copy detection.
Proceedings of the 14th ACM International Conference on Multimedia, 2006

Diversity in multimedia information retrieval research.
Proceedings of the 8th ACM SIGMM International Workshop on Multimedia Information Retrieval, 2006

Constant tangential angle elected interest points.
Proceedings of the 8th ACM SIGMM International Workshop on Multimedia Information Retrieval, 2006

Local Behaviours Labelling for Content Based Video Copy Detection.
Proceedings of the 18th International Conference on Pattern Recognition (ICPR 2006), 2006

On the Use of Metrics for Multi-Dimensional Descriptors Clustering.
Proceedings of the International Conference on Image Processing, 2006

2005
Active semi-supervised fuzzy clustering for image database categorization.
Proceedings of the 7th ACM SIGMM International Workshop on Multimedia Information Retrieval, 2005

Hybrid visual and conceptual image representation within active relevance feedback context.
Proceedings of the 7th ACM SIGMM International Workshop on Multimedia Information Retrieval, 2005

An interactive system for mental face retrieval.
Proceedings of the 7th ACM SIGMM International Workshop on Multimedia Information Retrieval, 2005

Conditionally Positive Definite Kernels for SVM Based Image Recognition.
Proceedings of the 2005 IEEE International Conference on Multimedia and Expo, 2005

Content-based image retrieval in botanical collections for gene expression studies.
Proceedings of the 2005 International Conference on Image Processing, 2005

Semi-supervised image database categorization using pairwise constraints.
Proceedings of the 2005 International Conference on Image Processing, 2005

Improving performance of interactive categorization of images using relevance feedback.
Proceedings of the 2005 International Conference on Image Processing, 2005

Generalized histogram intersection kernel for image recognition.
Proceedings of the 2005 International Conference on Image Processing, 2005

The GCS Kernel for SVM-Based Image Recognition.
Proceedings of the Artificial Neural Networks: Formal Models and Their Applications, 2005

The LCCP for Optimizing Kernel Parameters for SVM.
Proceedings of the Artificial Neural Networks: Formal Models and Their Applications, 2005

Validity of Fuzzy Clustering Using Entropy Regularization.
Proceedings of the IEEE International Conference on Fuzzy Systems, 2005

Semi-Supervised Fuzzy Clustering with Pairwise-Constrained Competitive Agglomeration.
Proceedings of the IEEE International Conference on Fuzzy Systems, 2005

2004
Region-based image retrieval: fast coarse segmentation and fine color description.
J. Vis. Lang. Comput., 2004

Image database clustering with SVM-based class personalization.
Proceedings of the Storage and Retrieval Methods and Applications for Multimedia 2004, 2004

Automatic textual annotation of video news based on semantic visual object extraction.
Proceedings of the Storage and Retrieval Methods and Applications for Multimedia 2004, 2004

Sample Selection Strategies for Relevance Feedback in Region-Based Image Retrieval.
Proceedings of the Advances in Multimedia Information Processing - PCM 2004, 5th Pacific Rim Conference on Multimedia, Tokyo, Japan, November 30, 2004

Retrieval of difficult image classes using svd-based relevance feedback.
Proceedings of the 6th ACM SIGMM International Workshop on Multimedia Information Retrieval, 2004

Fuzzy Clustering: Consistency of Entropy Regularization.
Proceedings of the Computational Intelligence, Theory and Applications, International Conference 8th Fuzzy Days, Dortmund, Germany, Sept. 29, 2004

Fuzzy Clustering with Pairwise Constraints for Knowledge-Driven Image Categorization.
Proceedings of the Knowledge-Based Media Analysis for Self-Adaptive and Agile Multi-Media, 2004

Tuning SVM-Based Relevance Feedback for the Interactive Classification of Images.
Proceedings of the Knowledge-Based Media Analysis for Self-Adaptive and Agile Multi-Media, 2004

2003
Recherche d'images par régions d'intérêt : segmentation grossière rapide et description couleur ne.
Tech. Sci. Informatiques, 2003

New image retrieval paradigm: logical composition of region categories.
Proceedings of the 2003 International Conference on Image Processing, 2003

Adaptive robust clustering with proximity-based merging for video-summary.
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
Unsupervised Categorization for Image Database Overview.
Proceedings of the Recent Advances in Visual Information Systems, 2002

Image Retrieval by Regions: Coarse Segmentation and Fine Color Description.
Proceedings of the Recent Advances in Visual Information Systems, 2002

Unsupervised Robust Clustering for Image Database Categorization.
Proceedings of the 16th International Conference on Pattern Recognition, 2002

Coarse-to-Fine Support Vector Classifiers for Face Detection.
Proceedings of the 16th International Conference on Pattern Recognition, 2002

Coarse Detection and Fine Color Description for Region-Based Image Queries.
Proceedings of the 16th International Conference on Pattern Recognition, 2002

Face detection using coarse-to-fine support vector classifiers.
Proceedings of the 2002 International Conference on Image Processing, 2002

On the robustness of color points of interest for image retrieval.
Proceedings of the 2002 International Conference on Image Processing, 2002

Region-based retrieval: coarse segmentation with fine color signature.
Proceedings of the 2002 International Conference on Image Processing, 2002

Robust Face Recognition Using Dynamic Space Warping.
Proceedings of the Biometric Authentication, 2002

Coarse to Fine Face Detection Based on Skin Color Adaption.
Proceedings of the Biometric Authentication, 2002

2001
Robust matching by dynamic space warping for accurate face recognition.
Proceedings of the 2001 International Conference on Image Processing, 2001

Fingerprint classification using Kohonen topologic map.
Proceedings of the 2001 International Conference on Image Processing, 2001

Soft color signatures for image retrieval by content.
Proceedings of the 2nd International Conference in Fuzzy Logic and Technology, 2001

2000
Upgrading Color Distributions for Image Retrieval: Can We Do Better?
Proceedings of the Advances in Visual Information Systems, 4th International Conference, 2000

From <i>coarse to fine</i> skin and face detection.
Proceedings of the 8th ACM International Conference on Multimedia 2000, Los Angeles, CA, USA, October 30, 2000

Color Texture Classification by Normalized Color Space Representation.
Proceedings of the 15th International Conference on Pattern Recognition, 2000

On Competitive Unsupervised Clustering.
Proceedings of the 15th International Conference on Pattern Recognition, 2000

A Fuzzy Color Credibility Approach to Color Image Filtering.
Proceedings of the 2000 International Conference on Image Processing, 2000

1999
A Coarse to Fine 3D Registration Method Based on Robust Fuzzy Clustering.
Comput. Vis. Image Underst., 1999

Region Queries without Segmentation for Image Retrieval by Content.
Proceedings of the Visual Information and Information Systems, 1999

1998
Surfimage: A Flexible Content-Based Image Retrieval System.
Proceedings of the 6th ACM International Conference on Multimedia '98, 1998

Retrieving Images by Content: The Surfimage System.
Proceedings of the Advances in Multimedia Information Systems, 4th International Workshop, 1998

1997
Soft primitive extraction on handwritten digits
Proceedings of the Proceedings 1997 International Conference on Image Processing, 1997

1996
Symbolic Segmentation of Handwritten Numerals with Robust Fuzzy Clustering.
Proceedings of IAPR Workshop on Machine Vision Applications, 1996


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