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Publications
RANa: Retrieval-Augmented Navigation
Transactions on Machine Learning Research (TMLR), January 2026
PanSt3R: Multi-view consistent panoptic segmentation
International Conference on Computer Vision (ICCV), Honolulu, Hawaii, 19-23 October, 2025
Test-time vocabulary adaptation for language-driven object detection
The IEEE International Conference on Image Processing (IEEE ICIP), Anchorage Alaska, USA, 14-17 September, 2025
MUSt3R: Multi-view Network for Stereo 3D Reconstruction
The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Nashville, Tennessee, USA, 11-15 June, 2025
Gaussian splatting feature fields for (privacy-preserving) visual localization
The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Nashville, Tennessee, USA, 11-15 June, 2025
What could go wrong? Discovering and describing failure modes in computer vision
Explainable Computer Vision: Where are We and Where are We Going? Workshop at the European Conference on Computer Vision (ECCV), Milan, Italy, 29 September, 2024
SHiNe: Semantic Hierarchy Nexus for open-vocabulary object detection
The IEEE/CVF Computer Vision and Pattern Recognition Conference (CVPR), Seattle, USA, 17-21 June, 2024
Weatherproofing retrieval for localization with generative AI and geometric consistency
The International Conference on Learning Representations (ICLR), Vienna, Austria, 7-11 May, 2024
Self-supervised learning of neural implicit feature fields for camera pose refinement
International Conference on 3D Vision (3DV), Davos, Switzerland, 18-21 March, 2024
CroCo v2: Improved cross-view completion pre-training for stereo matching and optical flow
International Conference on Computer Vision (ICCV), Paris, France, 2-6 October, 2023
RaSP: Relation-aware Semantic Prior for weakly supervised incremental segmentation
Second Conference on Lifelong Learning Agents (CoLLAs) 2023, Montreal, Canada, August 22-25, 2023
SegLoc: Learning segmentation-based representations for privacy-preserving visual localization
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2023, pp. 15380-15391, CVPR 2023, Vancouver, Canada, 18-22 June, 2023
Aligning language models with preferences through ð‘“-divergence minimization
International Conference on Machine Learning (ICML), 23-29 July 2023, Hawaii, USA. PMLR 202:11546-11583, 2023.
CroCo: Self-Supervised Pretraining for 3D Vision Tasks by Cross-View Completion
Neural Information Processing Systems (NeurIPS), hybrid event, New Orleans, Louisiana, USA, 28 November – 9 December, 2022
Semantic image segmentation: two decades of research
Foundations and Trends® in Computer Graphics and Vision: Vol. 14, No. 1-2, pp 1–162. DOI: 10.1561/0600000095.
Deep visual geo-localization benchmark
Conference on Computer Vision and Pattern Recognition (CVPR), New Orleans, Louisiana, USA, 21-24 June, 2022
On the road to online adaptation for semantic image segmentation
Conference on Computer Vision and Pattern Recognition (CVPR), New Orleans, Louisiana, USA, 21-24 June, 2022
Investigating the role of image retrieval for visual localization – an exhaustive benchmark
International Journal of Computer Vision (2022) https://doi.org/10.1007/s11263-022-01615-7, 25 May, 2022
Introducing the Expohedron for efficient pareto-optimal fairness-utility amortizations in repeated rankings
Proceedings of the Fifteenth ACM International Conference on Web Search and Data Mining (WSDM), virtual event, 21-25 February, 2022
Unsupervised domain adaptation for semantic image segmentation: a comprehensive survey
Published on arXiv.org
NAVI: large-scale localization datasets in crowded indoor spaces
Conference on Computer Vision and Pattern Recognition (CVPR), virtual event, 19-25 June, 2021
Detecting low-rank regions in omnidirectional images
Omnidirectional Computer Vision Workshop at the Conference on Computer Vision and Pattern Recognition (CVPR), virtual event, 16-25 June, 2021
Large-scale localization datasets in crowded indoor spaces
Computer Vision and Pattern Recognition (CVPR 2021), virtual event, 16-25 June, 2021
Unsupervised meta-domain adaptation for fashion retrieval
Winter Conference on Applications of Computer Vision (WACV), virtual event, 5-9 January, 2021
Benchmarking image retrieval for visual localization
8th International Conference on 3D Vision, 25-28 November, 2020
Deep visual domain adaptation
International Symposium on Symbolic and Numeric Algorithms for Scientific Computing (SYNASC), virtual event, 1 - 4 September, 2020
Robust image retrieval-based visual localization using kapture
Published on arXiv.org
Estimating low-rank region likelihood maps
Computer Vision and Pattern Recognition (CVPR 2020), Washington, United States, 16-18 June, 2020
Fine-grained action retrieval through multiple parts-of-speech embeddings
International Conference on Computer Vision (ICCV), Seoul, South Korea, 27 October-2 November, 2019
Visual localization by learning objects-of-interest dense match regression
Conference on Computer Vision and Pattern Recognition (CVPR), Long Beach, USA, 16-21 June, 2019
From Handcrafted to Deep Local Features
Published on arXiv.org
NLE@MediaEval’17: Combining Cross-Media Similarity and Embeddings for Retrieving Diverse Social Images
MediaEval Multimedia Benchmark Workshop, Dublin, Ireland, 13-15 September, 2017
An Extended Framework for Marginalized Domain Adaptation
arXiv:1702.05993
What to do when the access to the source data is constrained?
Domain Adaptation in Computer Vision Applications, Ed: Gabriela Csurka, Springer Series Advances in Computer Vision and Pattern Recognition, DOI: 10.1007/978-3-319-58347-1_14, pp. 133-149
Discrepancy-based networks for unsupervised domain adaptation : a comparative study
ICCV workshop on Transferring and Adapting Source Knowledge in Computer Vision (TASK-CV), Venice, Italy, 22-29 October, 2017
A comprehensive survey on domain adaptation for visual applications
Domain Adaptation in Computer Vision Applications, Ed: Gabriela Csurka, Springer Series Advances in Computer Vision and Pattern Recognition, DOI: 10.1007/978-3-319-58347-1_14, pp. 1-35
Unsupervised Domain Adaptation with Regularized Domain Instance Denoising
ECCV, Amsterdam, the Netherlands, October 8-16, 2016.
Domain Adaptation in the Absence of Source Domain Data
22nd ACM SIGKDD Conference on Knowledge Discovery and Data Mining, San Francisco, California, August 13-17, 2016. Full paper available on KDD 2016 Website
A Domain Adaptation Regularization for Denoising Autoencoders
ACL, Berlin, Germany, August 7-12, 2016
Transductive Adaptation of Black Box Predictions
ACL, Berlin, Germany, August 7-12, 2016.
Evaluating Stacked Marginalised Denoising Autoencoders within Domain Adaptation Methods
CLEF, Toulouse, France, 8-11 September, 2015
Vehicle Type classification from laser Scans with Global Alignment Kernels
17th International IEEE Conference on Intelligent Transportation Systems, Qingdao, China, October 8-11, 2014
What is a Good Evaluation Measure for Semantic Segmentation?
24th British Machine Vision Conference (BMVC), University of Bristol, 9 - 13 Sept 2013.
On the use of Regions for Semantic Image Segmentation
The 8th Indian Conference on Vision, Graphics and Image Processing, Bombay, India, December 16-19, 2012.
Semantic Image Segmentation Using Visible and Near-Infrared Channels
4th Workshop on Color and Photometry in Computer Vision at ECCV12, Florence, Italy, October 7-13, 2012.
An Empirical Study of Fusion Operators for Multi-Modal Image Retrieval
10th Workshop on Content-Based Multimedia Indexing, Annecy, France, June 27-29, 2012.
Evaluation Automatique de la Qualité Esthétique des Photographies à l’aide de Descripteurs d’Image Génériques
Conférence Reconnaissance des Formes et Intelligence Artificielle, Lyon, France, January 24-27, 2012.
XRCE and CEA LIST’s Participation at Wikipedia Retrieval of ImageCLEF 2011
Conference on Multilingual and Multimodal Information Access Evaluation, Amsterdam, Netherlands, 19-22 September 2011.
XRCE’s Participation at Medical Image Modality Classification and Ad-hoc Retrieval Tasks of ImageCLEF 2011
Conference on Multilingual and Multimodal Information Access Evaluation, Amsterdam, Netherlands, 19-22 September 2011.
XRCE’s Participation at Patent Image Classification and Image-based Patent Retrieval Tasks of the CLEF-IP 2011
Conference on Multilingual and Multimodal Information Access Evaluation, Amsterdam, Netherlands, 19-22 September 2011.
Combining Visible and Near Infrared Cues for image Categorisation
BMVC, Dundee, UK, August 29- September 2, 2011.
A Study on Perceptually Coherent Distance Measures for Color Schemes
CIC Color Imaging Conference, San Jose, California, November 7-11, 2011.
Assessing the Aesthetic Quality of Photographs using Generic Image Descriptors
ICCV, Barcelona, Spain, 6-13 November, 2011.
Medical image modality classification and retrieval
CBMI 2011, 9th International Workshop on Content-Based Multimedia Indexing, Madrid, Spain, 13-15 June, 2011,
Trans Media Relevance Feedback for Image Autoannotation
BMVC 2010 - the 21st British Machine Vision Conference - Aberystwyth , United Kingdom - 31st August-3rd September, 2010 Full paper available on BMVC Website
Semantic Combination of Textual and Visual Information in Multimedia Retrieval
ICMR-International Conference on Multimedia Retrieval(ACM)- Trento,Italy - April 17-20,2011
Multimodal Search for Graphic Designers
IVAPP 2011 -International Conference on Information Visualization Theory and Applications, Algarve-Portugal, 5-7 March, 2011
The Fisher Kernel: A Versatile Tool for Visual Pattern Analysis
IEVC (Image Electronics and Visual Computing), Nice, France, 5-7 March 2010
Learning Moods and Emotions from Color Combinations
ICVGIP (Indian Conference on Computer Vision, Graphics and Image Processing), December 12-15, 2010, Chennai, India
Comparison of Several Combinations of Multimodal and Diversity seeking Methods for Multimedia Retrieval
CLEF Proceedings (Advances in Multilingual and Multimodal Information Retrieval),LNCS 2010, Volume 6242, pages 124-132 : Paper available on Springer
Leveraging Image, Text and Cross-media Similarities for Diversity-focused Multimedia Retrieval
Book chapter, ImageCLEF, Experimental Evaluation in Visual Information Retrieval, Eds: H. Müller, P. Clough, T. Deselaers, B. Caputo, Springer Book, ISBN 978-3-642-15180-4. Full paper available on Springer Website
A Framework for Visual Saliency Detection with Applications to Image Thumbnailing
ICCV 2009 (12th IEEE International Conference on Computer Vision), Kyoto, Japan, Sept 29th - Oct 2nd, 2009
Spare Time Activity Sheets From Photo Albums
GRAPP'09, International Conference on Graphics Theory and Applications. Lisboa, Portugal, 5-8 February 2009. www.grapp.org
XRCE Participation to ImageCLEF 2008
CLEF 2008 Workshop, 17-19 September 2008, Aarhus, Denmark
A Simple High Performance Approach to Semantic Segmentation
British Machine Vision Conference, Leeds, UK, Sept 1-4, 2008
Travel Blog Assistant System
3rd International Conference on Computer Vision Theory and Applications, Funchal, Madeira, Portugal, 22-25 January, 2008.
XRCE s Participation to ImageCLEFphoto 2007
CLEF (Cross-Language Evaluation Forum) 2007, Budapest, Hungary, 19-21 September 2007.
Safe Red-Eye Corrrection Plug-in using Adaptive Methods
Computational Color Imaging Workshop (CCIW 07), Modena, Italy, September 14, 2007.
Categorisation in Multiple Category Systems
International conference on machine learning, (ICML) Pittsburgh, Pennsylvania, June 25-29, 2006.
Generic Visual Categorization using Weak Geometry
Book chapter, in: Toward Category-level Object Recognition, Eds: J. Ponce, M. Hebert, C. Schmid, A. Zisserman, Springer-Verlag LNCS 4170, 2006
Probabilistic Automatic Red Eye Detection and Correction
ICPR, Hong Kong, 20-24 August 2006.
Adapted Vocabularies for Generic Visual Categorization
ECCV, 9th European Conference on Computer Vision, Graz, Austria, May 7-13, 2006.
Categorizing Nine Visual Classes using Local Appearance Descriptors
ICPR 2004 Workshop Learning for Adaptable Visual Systems Cambridge, United Kingdom 22 August, 2004.
Local Feature-based Image Matching: Robustness to Intra Class Variation, Affine Transformation and Background Clutter
ICPR 2004 Workshop Learning for Adaptable Visual Systems Cambridge, United Kingdom 22 August, 2004.
Visual Categorization with Bags of Keypoints
ECCV International Workshop on Statistical Learning in Computer Vision, Prague, 2004.
LEAR and XRCE’s participation to Visual Concept Detection Task – ImageCLEF 2010
CLEF 2010 - Conference on Multilingual and Multimodal Information Access evaluation, Padua, Italy , 20-23 September 2010
Incorporating Geometry Information with Weak Classifiers for Improved Generic Visual Categorization
International Conference on Image Analysis and Processing (ICIAP), Cagliari, Italy, 6-8 September, 2005



