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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 𝑓-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
 
