Tree-quest: A citizen science app for collecting single-tree information
Ecological Informatics, 2026, 97, ⟨10.1016/j.ecoinf.2026.103897⟩
2026
Journal articles
Using reflectance spectra and Pl@ntNet to identify herbarium specimens: a case study with Lithocarpus
New Phytologist, 2026, 251 (2), pp.800-810. ⟨10.1111/nph.70258⟩
Applying the maximum entropy principle to neural networks enhances multi-species distribution models
Methods in Ecology and Evolution, 2026, 17 (5), pp.1655-1670. ⟨10.1111/2041-210x.70262⟩
Standardizing plant damage datasets via EPPO taxonomy: A label harmonization approach using large language models
Smart Agricultural Technology, 2026, 13, pp.101837. ⟨10.1016/j.atech.2026.101837⟩
Co-developing ecosystem services indicators for sustainable local decision-making
Environmental and Sustainability Indicators, 2026, 30, pp.101233. ⟨10.1016/j.indic.2026.101233⟩
Cooperative learning of Pl@ntNet's Artificial Intelligence algorithm: how does it work and how can we improve it?
Methods in Ecology and Evolution, 2026, 17 (2), pp.392-403. ⟨10.1111/2041-210X.14486⟩
Cascading predictions from common to uncommon species improves species distribution models for plants
Ecological Informatics, 2026, 93, pp.103424. ⟨10.1016/j.ecoinf.2025.103424⟩
Adapting a globally-trained Plant identification model for multi-species detection of invasive alien plants in roadside imagery
Biodiversity Information Science and Standards, 2026, 10, pp.e183020. ⟨10.3897/biss.10.183020⟩
Energy-Efficient Plant Monitoring via Knowledge Distillation
Lecture Notes in Computer Science, In press
Self-Supervised Learning of Plant Image Representations
Lecture Notes in Computer Science, In press
A drone-based framework for coral habitat mapping via weakly supervised segmentation
Pattern Analysis and Applications, 2026, 29 (2), pp.99. ⟨10.1007/s10044-026-01682-3⟩
Conference papers
Revisiting Human-in-the-Loop Object Retrieval with Pre-Trained Vision Transformers
ICPR 2026 - 28th International Conference on Pattern Recognition, Aug 2026, Lyon, France
A Layer-wise Analysis of Plant-Specialized Vision Transformers
RFIAP 2026 - Reconnaissance des Formes, Image, Apprentissage et Perception, Jul 2026, Montpellier, France
Compact Hypercube Embeddings for Fast Text-based Wildlife Observation Retrieval
IJCNN 2026 - 2026 International Joint Conference on Neural Networks, Jun 2026, Maastricht, Netherlands
Positive-First Most Ambiguous: A Simple Active Learning Criterion for Interactive Retrieval of Rare Categories
FGVC 2026 - 13th Workshop on Fine-Grained Visual Categorization @CVPRW 2026, Jun 2026, Denver (Colorado), United States
Image Hashing via Cross-View Code Alignment in the Age of Foundation Models
ECV 2026 - 9th Workshop on Efficient Deep Learning for Computer Vision @ CVPR, Jun 2026, Denver (Colorado), United States
Hashing-Baseline: Rethinking Hashing in the Age of Pretrained Models
ICASSP 2026 - IEEE International Conference on Acoustics, Speech, and Signal Processing, May 2026, Barcelona, Spain
LifeCLEF 2026 Teaser: AI Challenges for Biodiversity Understanding and Ecosystem Management
ECIR 2026 - 48th European Conference on Information Retrieval, Mar 2026, Deft, Netherlands. pp.287-296, ⟨10.1007/978-3-032-21321-1_39⟩
Book sections
Overview of LifeCLEF 2025: Challenges on Species Presence Prediction and Identification, and Individual Animal Identification
Experimental IR Meets Multilinguality, Multimodality, and Interaction: 16th International Conference of the CLEF Association, CLEF 2025, 16089, Springer Nature Switzerland, pp.338-362, 2026, Lecture Notes in Computer Science, 978-3-032-04353-5. ⟨10.1007/978-3-032-04354-2_19⟩
Preprints, Working Papers, ...
Text guidance is powerful but prompt-sensitive for weakly-supervised leaf symptom segmentation
2026
The Folded-Universe Framework: A Conceptual Geometric Representation of Space, Time, and Gravitation
2026
2025
Journal articles
PlantCLEF 2025: Advancing AI-based Multi-Species Plant Identification in Vegetation Quadrats for Supporting Environmental Law and Biodiversity Monitoring
Biodiversity Information Science and Standards, 2025, 9, pp.e181733. ⟨10.3897/biss.9.181733⟩
From underwater to drone: A novel multi-scale knowledge distillation approach for coral reef monitoring
Ecological Informatics, 2025, 89, 103149 (16p.). ⟨10.1016/j.ecoinf.2025.103149⟩
Learning the syntax of plant assemblages
Nature Plants, 2025, 11, pp.2026-2040. ⟨10.1038/s41477-025-02105-7⟩
Can Masked Autoencoders Also Listen to Birds?
Transactions on Machine Learning Research Journal, 2025
From Presence‐Only to Abundance Species Distribution Models Using Transfer Learning
Ecology Letters, 2025, 28 (7), pp.e70177. ⟨10.1111/ele.70177⟩
Fully automatic extraction of morphological traits from the web: Utopia or reality?
Applications in Plant Sciences, 2025, 13 (3), ⟨10.1002/aps3.70005⟩
Adapting a global plant identification model to detect invasive alien plant species in high-resolution road side images
Ecological Informatics, 2025, 89, pp.103129. ⟨10.1016/j.ecoinf.2025.103129⟩
PlantAIM: A new baseline model integrating global attention and local features for enhanced plant disease identification
Smart Agricultural Technology, 2025, 10, pp.100813. ⟨10.1016/j.atech.2025.100813⟩
Seatizen Atlas: a collaborative dataset of underwater and aerial marine imagery
Scientific Data , 2025, 12 (1), pp.67. ⟨10.1038/s41597-024-04267-z⟩
Conference papers
Deep-Plant-Disease Dataset Is All You Need for Plant Disease Identification
MM 2025 - 33rd ACM International Conference on Multimedia, Association for Computing Machinery (ACM), Oct 2025, Dublin, Ireland. pp.12578-12584, ⟨10.1145/3746027.3758192⟩
The point is the mask: scaling coral reef segmentation with weak supervision
ICCV 2025 - Joint Workshop on Marine Vision, Oct 2025, Honolulu, Hawaii, United States. ⟨10.1109/ICCVW69036.2025.00217⟩
Overview of GeoLifeCLEF 2025: Plant Species Presence Prediction with Environmental and High-resolution Remote Sensing Data
CLEF 2025 - Working Notes of the Conference and Labs of the Evaluation Forum, Sep 2025, Madrid, Spain. pp.2932-2941
Overview of BirdCLEF+ 2025: Multi-Taxonomic Sound Identification in the Middle Magdalena, Colombia
CLEF 2025 - Working Notes of the Conference and Labs of the Evaluation Forum, Sep 2025, Madrid, Spain. pp.2909-2919
Overview of PlantCLEF 2025: Multi-Species Plant Identification in Vegetation Quadrat Images
CLEF 2025 - Working Notes of the Conference and Labs of the Evaluation Forum, Sep 2025, Madrid, Spain. pp.2942-2954
Mapping biodiversity at very-high resolution in Europe
CVPRW 2025 - IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, IEEE; CVF, Jun 2025, Nashville, United States. pp.2340-2349, ⟨10.1109/CVPRW67362.2025.00221⟩
LifeCLEF 2025 Teaser: Challenges on Species Presence Prediction and Identification, and Individual Animal Identification
47. European Conference on Information Retrieval - ECIR 2025, Apr 2025, Lucca, Italy. pp.373-381, ⟨10.1007/978-3-031-88720-8_57⟩
A two-head loss function for deep Average-K classification
WACV 2025 - IEEE/CVF Winter Conference on Applications of Computer Vision, Feb 2025, Tucson, United States. pp.7358-7367, ⟨10.1109/WACV61041.2025.00715⟩
Poster communications
Weakly supervised segmentation of leaf symptoms in field conditions
Workshop Franco-Britannique organisé par le réseau « Modélisation et statistique pour la santé des animaux et des plantes », Oct 2025, Paris, France
2024
Journal articles
Beyond supervision: Harnessing self-supervised learning in unseen plant disease recognition
Neurocomputing, 2024, 610, pp.128608. ⟨10.1016/j.neucom.2024.128608⟩
Can we harmonize the monitoring of plants and pollinators?
New Phytologist, 2024, 244 (1), pp.39-42. ⟨10.1111/nph.20038⟩
A deep-learning framework for enhancing habitat identification based on species composition
Applied Vegetation Science, 2024, 27 (3), pp.e12802. ⟨10.1111/avsc.12802⟩
Revolutionizing Plant Pathogen Conservation: The Past, Present, and Future of AI in Preserving Natural Ecosystems
Biodiversity Information Science and Standards, 2024, 8, pp.e133055. ⟨10.3897/biss.8.133055⟩
Mapping global orchid assemblages with deep learning provides novel conservation insights
Ecological Informatics, 2024, 81, pp.102627. ⟨10.1016/j.ecoinf.2024.102627⟩
Detecting flowers on imagery with computer vision to improve continental scale grassland biodiversity surveying
Ecological Solutions and Evidence, 2024, 5, ⟨10.1002/2688-8319.12324⟩
Identify ambiguous tasks combining crowdsourced labels by weighting Areas Under the Margin
Transactions on Machine Learning Research Journal, 2024
Optimal checkpointing for heterogeneous chains: how to train deep neural networks with limited memory Optimal Re-Materialization Strategies for Heterogeneous Chains: How to Train Deep Neural Networks with Limited Memory
ACM Transactions on Mathematical Software, 2024, 50 (2), pp.1-38. ⟨10.1145/3648633⟩
Predicting species distributions in the open ocean with convolutional neural networks
Peer Community Journal, 2024, 4, pp.e93. ⟨10.24072/pcjournal.471⟩
Peerannot: classification for crowdsourced image datasets with Python
Computo, 2024, ⟨10.57750/qmaz-gr91⟩
Conference papers
GeoPlant: Spatial Plant Species Prediction Dataset
38. Conference on Neural Information Processing Systems, NeurIPS 2024, Dec 2024, Vancouver, Canada
Can Language Improve Visual Features For Distinguishing Unseen Plant Diseases?
ICPR 2024 - 27th International Conference on Pattern Recognition, Dec 2024, Kolkata, India. pp.296-311, ⟨10.1007/978-3-031-78113-1_20⟩
Overview of GeoLifeCLEF 2024: Species Composition Prediction with High Spatial Resolution at Continental Scale using Remote Sensing
15. Conference and Labs of the Evaluation Forum (CLEF 2024), Sep 2024, Grenoble, France. pp.1966-1977
Overview of BirdCLEF 2024: Acoustic Identification of Under-studied Bird Species in the Western Ghats
15. Conference and Labs of the Evaluation Forum (CLEF 2024), Sep 2024, Grenoble, France. pp.1948-1957
Overview of PlantCLEF 2024: multi-species plant identification in vegetation plot images
15. Conference and Labs of the Evaluation Forum (CLEF 2024), Guglielmo Faggioli; Nicola Ferro; Petra Galuščáková; Alba García Seco de Herrera, Sep 2024, Grenoble, France. pp.1978-1988
Overview of LifeCLEF 2024: Challenges on Species Distribution Prediction and Identification
15. Conference and Labs of the Evaluation Forum (CLEF 2024), Sep 2024, Grenoble, France. pp.183-207, ⟨10.1007/978-3-031-71908-0_9⟩
Weighted majority vote using Shapley values in crowdsourcing
CAp-RFIAP 2024 - Conférences jointes sur l'Apprentissage automatique et la Reconnaissance des Formes, l’Image, l’Apprentissage, la Perception, Jul 2024, Lille, France
Pl@ntBERT: leveraging large language models to enhance vegetation classification through species composition analysis
ECCB 2024 - 7th European Congress of Conservation Biology, SCB, Jun 2024, Bologna, Italy. pp.121
Cooperative learning of Pl@ntNet’s Artificial Intelligence algorithm using label aggregation
55. Journées de Statistique de la SFdS (JdS 2024), Société Française de Statistique, May 2024, Bordeaux, France. pp.35-44
Biodiversity Data Cubes for Cross-Cutting Science and Policy
EGU 2024 - General Assembly of European Geosciences Union, Apr 2024, Vienna, Austria. ⟨10.5194/egusphere-egu24-6353⟩
Overview of LifeCLEF 2024 Teaser : Challenges on Species Distribution Prediction and Identification
ECIR 2024 - 46. European Conference on Information Retrieval, Mar 2024, Glasgow, United Kingdom. pp.19-27, ⟨10.1007/978-3-031-56072-9_3⟩
Book sections
Citizen scientists contribution to monitor Asian biodiversity: a case study on flora of Peninsula Malaysia
Julien Claude; Noppadon Kitana. On the Edge of the Sixth Mass Extinction in Biodiversity Hotspots: Facts, needs, solutions and opportunities in Thailand and adjacent countries, CU press, pp.139-160, 2024
Books
On the Edge of the Sixth Mass Extinction in Biodiversity Hotspots: Facts, needs, solutions and opportunities in Thailand and adjacent countries
Julien Claude; Noppadon Kitana. CU Press, 2024
2023
Journal articles
Modern Approaches to the Monitoring of Biоdiversity (MAMBO)
Research Ideas and Outcomes, 2023, 9, pp.e116951. ⟨10.3897/rio.9.e116951⟩
Envisaging a global infrastructure to exploit the potential of digitised collections
BDJ Open, 2023, 11, ⟨10.3897/BDJ.11.e109439⟩
Estimating Compositions and Nutritional Values of Seed Mixes Based on Vision Transformers
Plant Phenomics, 2023, 5 (#0112), ⟨10.34133/plantphenomics.0112⟩
Life Science Workflow Services (LifeSWS): motivations and architecture
Transactions on Large-Scale Data- and Knowledge-Centered Systems, 2023, Lecture Notes in Computer Science, 14280, pp.1-24. ⟨10.1007/978-3-662-68100-8_1⟩
Synergizing Digital, Biological, and Participatory Sciences for Global Plant Species Identification: Enabling access to a worldwide identification service
Biodiversity Information Science and Standards, 2023, 7, pp.e112545. ⟨10.3897/biss.7.112545⟩
GeoAI for Marine Ecosystem Monitoring: a Complete Workflow to Generate Maps from AI Model Predictions
ISPRS International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, 2023, XLVIII-4/W7-2023, pp.223-230. ⟨10.5194/isprs-archives-XLVIII-4-W7-2023-223-2023⟩
Pl@ntNet Crops: merging citizen science observations and structured survey data to improve crop recognition for agri-food-environment applications
Environmental Research Letters, 2023, 18 (2), pp.025005. ⟨10.1088/1748-9326/acadf3⟩
Conference papers
Pairwise Feature Learning for Unseen Plant Disease Recognition
ICIP 2023 - 30. IEEE International Conference on Image Processing, Thie Institute of Electrical and Electronics Engineers; Signal Processing Society, Oct 2023, Kuala Lumpur, Malaysia. pp.306-310, ⟨10.1109/ICIP49359.2023.10222401⟩
Overview of GeoLifeCLEF 2023: Species Composition Prediction with High Spatial Resolution at Continental Scale Using Remote Sensing
24. Conference and Labs of the Evaluation Forum (CLEF-WN 2023), Sep 2023, Thessaloniki, Greece. pp.1954-1971
Overview of PlantCLEF 2023: Image-based Plant Identification at Global Scale
24. Conference and Labs of the Evaluation Forum (CLEF-WN 2023), Mohammad Aliannejadi; Guglielmo Faggioli; Nicola Ferro; Michalis Vlachos, Sep 2023, Thessaloniki, Greece. pp.1972-1981
Overview of LifeCLEF 2023: evaluation of AI models for the identification and prediction of birds, plants, snakes and fungi
24. Conference and Labs of the Evaluation Forum (CLEF-WN 2023), Sep 2023, Thessaloniki, Greece. pp.416-439, ⟨10.1007/978-3-031-42448-9_27⟩
Overview of BirdCLEF 2023: Automated Bird Species Identification in Eastern Africa
CLEF-WN 2023 - 14th Conference and Labs of the Evaluation Forum (CLEF-WN 2023), Sep 2023, Thessaloniki, Greece. pp.1934-1942
Weighting Areas Under the Margin in crowdsourced datasets
JDS 2023 - 54es Journées de Statistique, Société Française de Statistique (SFdS), Jul 2023, Bruxelles, Belgium
LifeCLEF 2023 teaser: Species Identification and Prediction Challenges
ECIR 2023 - 45. European Conference on Information Retrieval, Jaap Kamps; Lorraine Goeuriot; Fabio Crestani; Maria Maistro; Hideo Joho; Brian Davis; Cathal Gurrin; Udo Kruschwitz; Annalina Caputo, Apr 2023, Dublin, Ireland. pp.568-576, ⟨10.1007/978-3-031-28241-6_65⟩
Book sections
Advancing the productivity of science with citizen science and artificial intelligence
OECD iLibrary. Artificial Intelligence in Science: Challenges, Opportunities and the Future of Research, , 2023, 9789264446212. ⟨10.1787/69563b12-en⟩
Preprints, Working Papers, ...
How does the degree of novelty impacts semi-supervised representation learning for novel class retrieval?
2023
Predicting species distributions in the open oceans with convolutional neural networks
2023
The GeoLifeCLEF 2023 Dataset to evaluate plant species distribution models at high spatial resolution across Europe
2023
2022
Journal articles
Very High Resolution Species Distribution Modeling Based on Remote Sensing Imagery: How to Capture Fine-Grained and Large-Scale Vegetation Ecology With Convolutional Neural Networks?
Frontiers in Plant Science, 2022, 13, ⟨10.3389/fpls.2022.839279⟩
Deep Species Distribution Modeling From Sentinel-2 Image Time-Series: A Global Scale Analysis on the Orchid Family
Frontiers in Plant Science, 2022, 13, pp.839327. ⟨10.3389/fpls.2022.839327⟩
How Networks of Citizen Observatories Can Increase the Quality and Quantity of Citizen-Science-Generated Data Used to Monitor SDG Indicators
Sustainability, 2022, 14 (7), ⟨10.3390/su14074078⟩
Can Artificial Intelligence Help in the Study of Vegetative Growth Patterns from Herbarium Collections? An Evaluation of the Tropical Flora of the French Guiana Forest
Plants, 2022, 11 (4), pp.530-552. ⟨10.3390/plants11040530⟩
Dynamic Species Distribution Modeling Reveals the Pivotal Role of Human-Mediated Long-Distance Dispersal in Plant Invasion
Biology, 2022, 11 (9), pp.1293. ⟨10.3390/biology11091293⟩
Conference papers
Integrating Citizen Observatories into School Environmental Education for Sustainability: Design and Evaluation of a Case Study Engaging Students with Pl@Ntnet and Odourcollect
ICERI 2022 - 15. International Conference of Education, Research and Innovation, Nov 2022, Sevilla, Spain. pp.5479-5489, ⟨10.21125/iceri.2022.1345⟩
Overview of PlantCLEF 2022: Image-based plant identification at global scale
CLEF 2022 Working Notes - 23. Conference and Labs of the Evaluation Forum, Sep 2022, Bologna, Italy. pp.1916-1928
Overview of BirdCLEF 2022: Endangered bird species recognition in soundscape recordings
CLEF 2022 Working Notes - 23. Conference and Labs of the Evaluation Forum, Sep 2022, Bologna, Italy. pp.1929-1939
Overview of LifeCLEF 2022: An Evaluation of Machine-Learning Based Species Identification and Species Distribution Prediction
CLEF 2022 - 13. International Conference of the Cross-Language Evaluation Forum for European Languages, Sep 2022, Bologna, Italy. pp.257-285, ⟨10.1007/978-3-031-13643-6_19⟩
Species Distribution Modeling based on aerial images and environmental features with Convolutional Neural Networks
CLEF 2022 Working Notes - 23. Conference and Labs of the Evaluation Forum, Guglielmo Faggioli; Nicola Ferro; Allan Hanbury; Martin Potthast, Sep 2022, Bologna, Italy. pp.2123-2150
Overview of GeoLifeCLEF 2022: Predicting species presence from multi-modal remote sensing, bioclimatic and pedologic data
CLEF 2022 Working Notes - 23. Conference and Labs of the Evaluation Forum, Sep 2022, Bologna, Italy. pp.1940-1956
Stochastic smoothing of the top-K calibrated hinge loss for deep imbalanced classification
ICML 2022 - 39th International Conference on Machine Learning, Jul 2022, Baltimore, United States. pp.7208-7222
Crowdsourcing label noise simulation on image classification tasks
JDS 2022 - 53es Journées de Statistique, Jun 2022, Lyon, France. pp.1063-1065
LifeCLEF 2022 Teaser: An Evaluation of Machine-Learning Based Species Identification and Species Distribution Prediction
ECIR 2022 - 44. European Conference on Information Retrieval Research, Apr 2022, Stavanger, Norway. pp.390-399, ⟨10.1007/978-3-030-99739-7_49⟩
2021
Journal articles
Report on the 12th conference and labs of the evaluation forum (CLEF 2021)
Sigir Forum, 2021, 55 (2), pp.1-12. ⟨10.1145/3527546.3527564⟩
Machine Learning Undercounts Reproductive Organs on Herbarium Specimens but Accurately Derives Their Quantitative Phenological Status: A Case Study of Streptanthus tortuosus
Plants, 2021, 10 (11), pp.2471. ⟨10.3390/plants10112471⟩
Customized e-floras: How to develop your own project on the Pl@ntNet platform
Biodiversity Information Science and Standards, 2021, 5, pp.1-4. ⟨10.3897/biss.5.73857⟩
AI-based Identification of Plant Photographs from Herbarium Specimens
Biodiversity Information Science and Standards, 2021, 5, pp.1-4. ⟨10.3897/biss.5.73751⟩
Convolutional neural networks improve species distribution modelling by capturing the spatial structure of the environment
PLoS Computational Biology, 2021, 17 (4), pp.e1008856. ⟨10.1371/journal.pcbi.1008856⟩
Jointly estimating spatial sampling effort and habitat suitability for multiple species from opportunistic presence‐only data
Methods in Ecology and Evolution, 2021, 12 (5), pp.933-945. ⟨10.1111/2041-210X.13565⟩
Identifying gaps in the photographic record of the vascular plant flora of the Americas
Nature Plants, 2021, 7, pp.1010-1014. ⟨10.1038/s41477-021-00974-2⟩
Conference papers
Pl@ntNet-300K: a plant image dataset with high label ambiguity and a long-tailed distribution
NeurIPS 2021 - 35th Conference on Neural Information Processing Systems, Dec 2021, Virtual Conference, France. ⟨10.5281/zenodo.5645731⟩
Overview of PlantCLEF 2021: cross-domain plant identification
CLEF 2021 Working Notes - 22nd Conference and Labs of the Evaluation Forum, Sep 2021, Bucarest, Romania. pp.1422-1436
Overview of LifeCLEF 2021: an evaluation of Machine-Learning based Species Identification and Species Distribution Prediction
CLEF 2021 - 12th International Conference of the Cross-Language Evaluation Forum for European Languages, Sep 2021, Online, France. pp.371-393, ⟨10.1007/978-3-030-85251-1_24⟩
Overview of GeoLifeCLEF 2021: Predicting species distribution from 2 million remote sensing images
CLEF 2021 Working Notes - 22nd Conference and Labs of the Evaluation Forum, Guglielmo Faggioli; Nicola Ferro; Alexis Joly; Maria Maistro; Florina Piroi, Sep 2021, Bucarest, Romania. pp.1451-1462, ⟨10.1109/ICPR48806.2021.9412643⟩
Reproducible Performance Optimization of Complex Applications on the Edge-to-Cloud Continuum
Cluster 2021 - IEEE International Conference on Cluster Computing, Sep 2021, Portland, OR, United States. pp.23-34, ⟨10.1109/Cluster48925.2021.00043⟩
WeedElec: a robotic research platform for individual weed detection and selective electrical weeding
13. European Conference on Precision Agriculture (ECPA 2021), Jul 2021, Budapest, Hungary. pp.695-702, ⟨10.3920/978-90-8686-916-9_83⟩
LifeCLEF 2021 Teaser: Biodiversity identification and prediction challenges
ECIR 2021 - 43rd European Conference on IR Research, Mar 2021, Virtual conference, Switzerland. pp.601-607, ⟨10.1007/978-3-030-72240-1_70⟩
Pl@ntNet, la science des données au service de la biodiversité végétale
EGC 2021 - 21e Conférence Extraction et Gestion des Connaissances, Jan 2021, Montpellier, France. pp.5-6
How Do Deep Convolutional SDM Trained on Satellite Images Unravel Vegetation Ecology ?
ICPR 2020 - 25th International Conference on Pattern Recognition, Alberto Del Bimbo; Rita Cucchiara; Stan Sclaroff; Giovanni Maria Farinella; Tao Mei; Marco Bertini; Hugo Jair Escalante; Roberto Vezzani, Jan 2021, Online, Italy. pp.148-158, ⟨10.1007/978-3-030-68780-9_15⟩
Conditional Multi-Task learning for Plant Disease Identification
ICPR 2020 - 25th International Conference on Pattern Recognition, The International Association for Pattern Recognition (IAPR); ICPR2020 Organizing committee, Jan 2021, Milan, Italy. pp.3320-3327, ⟨10.1109/ICPR48806.2021.9412643⟩
Books
Experimental IR Meets Multilinguality, Multimodality, and Interaction
Springer International Publishing, 12880, 2021, Lecture Notes in Computer Science, ⟨10.1007/978-3-030-85251-1⟩
Poster communications
Pl@ntNet, ten years of automatic plant identification and monitoring
IUCN - Congrès mondial de la nature, Sep 2021, Marseille, France.
2020
Journal articles
Attention-Based Recurrent Neural Network for Plant Disease Classification
Frontiers in Plant Science, 2020, 11, ⟨10.3389/fpls.2020.601250⟩
AI Naturalists Might Hold the Key to Unlocking Biodiversity Data in Social Media Imagery
Patterns, 2020, 1 (7), pp.100116. ⟨10.1016/j.patter.2020.100116⟩
A New Method for Counting Reproductive Structures in Digitized Herbarium Specimens Using Mask R-CNN
Frontiers in Plant Science, 2020, 11, ⟨10.3389/fpls.2020.01129⟩
Instance segmentation for the fine detection of crop and weed plants by precision agricultural robots
Applications in Plant Sciences, 2020, 8 (7), pp.e11373. ⟨10.1002/aps3.11373⟩
A new fine‐grained method for automated visual analysis of herbarium specimens: A case study for phenological data extraction
Applications in Plant Sciences, 2020, 8 (6), pp.#e11368. ⟨10.1002/aps3.11368⟩
Bias in presence-only niche models related to sampling effort and species niches: Lessons for background point selection
PLoS ONE, 2020, 15 (5), pp.e0232078. ⟨10.1371/journal.pone.0232078⟩
Instance segmentation for automated weeds and crops detection in farmlands
Revista Tecnología en Marcha, 2020, pp.13-17. ⟨10.18845/tm.v33i5.5069⟩
New perspectives on plant disease characterization based on deep learning
Computers and Electronics in Agriculture, 2020, 170, pp.105220. ⟨10.1016/j.compag.2020.105220⟩
Pl@ntNet Services, a Contribution to the Monitoring and Sharing of Information on the World Flora
Biodiversity Information Science and Standards, 2020, 4, pp.e58933. ⟨10.3897/biss.4.58933⟩
Machine Learning Using Digitized Herbarium Specimens to Advance Phenological Research
Bioscience, 2020, 70 (7), pp.610-620. ⟨10.1093/biosci/biaa044⟩
How citizen scientists contribute to monitor protected areas thanks to automatic plant identification tools
Ecological Solutions and Evidence, 2020, 1 (2), ⟨10.1002/2688-8319.12023⟩
IUCN redlisting of some Irano-Anatolian plant species View project Flora Gallica View project
Carnets Botaniques, 2020, 21, pp.1-9. ⟨10.34971/zaz0-n247⟩
Conference papers
Overview of LifeCLEF Plant Identification task 2020
CLEF 2020 - Conference and Labs of the Evaluation Forum, The CLEF Initiative, Sep 2020, Thessaloniki, Greece
Overview of LifeCLEF 2020: A System-Oriented Evaluation of Automated Species Identification and Species Distribution Prediction
CLEF 2020 - 11. International Conference of the Cross-Language Evaluation Forum for European Languages, Sep 2020, Thessaloniki, Greece. pp.342-363, ⟨10.1007/978-3-030-58219-7_23⟩
Overview of LifeCLEF location-based species prediction task 2020 (GeoLifeCLEF)
CLEF 2020 - Conference and Labs of the Evaluation Forum, Sep 2020, Thessaloniki, Greece
Overview of BirdCLEF 2020: Bird Sound Recognition in Complex Acoustic Environments
CLEF 2020 - Conference and Labs of the Evaluation Forum, Sep 2020, Thessaloniki, Greece
Domain adaptation in the context of herbarium collections. A submission to PlantCLEF 2020
CLEF 2020 - Conference and Labs of the Evaluation Forum, Sep 2020, Thessaloniki, Greece. 15 p
LifeCLEF 2020 Teaser: Biodiversity Identification and Prediction Challenges
ECIR 2020 - 42nd European Conference on IR Research on Advances in Information Retrieval, Apr 2020, Lisboa, Portugal. pp.542-549, ⟨10.1007/978-3-030-45442-5_70⟩
Preprints, Working Papers, ...
Participation of LIRMM / Inria to the GeoLifeCLEF 2020 challenge
2020
The GeoLifeCLEF 2020 Dataset
2020
2019
Journal articles
DZI: An Air Index for Spatial Queries in One-dimensional Channels
Data and Knowledge Engineering, 2019, 124, pp.101748. ⟨10.1016/j.datak.2019.101748⟩
Toward a large-scale and deep phenological stage annotation of herbarium specimens: Case studies from temperate, tropical, and equatorial floras
Applications in Plant Sciences, 2019, 7 (3), pp.e01233. ⟨10.1002/aps3.1233⟩
Accelerating the automated detection, counting and measurements of reproductive organs in herbarium collections in the era of deep learning
Biodiversity Information Science and Standards, 2019, 3, pp.e37341. ⟨10.3897/biss.3.37341⟩
Conference papers
Overview of BirdCLEF 2019: Large-Scale Bird Recognition in Soundscapes
CLEF 2019 - Conference and Labs of the Evaluation Forum, Cappellato, L.; Ferro, N.; Losada, D. E.; Müller, H., Sep 2019, Lugano, Switzerland
Overview of LifeCLEF 2019: Identification of Amazonian Plants, South & North American Birds, and Niche Prediction
CLEF 2019 - 10th International Conference of the Cross-Language Evaluation Forum for European Languages, Sep 2019, Lugano, Switzerland. pp.387-401, ⟨10.1007/978-3-030-28577-7_29⟩
Overview of LifeCLEF Plant Identification Task 2019: diving into Data Deficient Tropical Countries
CLEF 2019 - Conference and Labs of the Evaluation Forum, Linda Cappellato; Nicola Ferro; David E. Losada; Henning Müller, Sep 2019, Lugano, Switzerland
Location-Based Plant Species Prediction Using A CNN Model Trained On Several Kingdoms - Best Method Of GeoLifeCLEF 2019 Challenge
CLEF 2019 - Conference and Labs of the Evaluation Forum, Sep 2019, Lugano, Switzerland
Overview of GeoLifeCLEF 2019: plant species prediction using environment and animal occurrences
CLEF 2019 - Working Notes of the Conference and Labs of the Evaluation Forum, Sep 2019, Lugano, Switzerland
Evaluation of Deep Species Distribution Models using Environment and Co-occurrences
CLEF 2019 - 10th International Conference of the Cross-Language Evaluation Forum for European Languages, Sep 2019, Lugano, Switzerland. pp.213-225, ⟨10.1007/978-3-030-28577-7_18⟩
A new multi-species method to correct for sampling bias in presence only niche models, and its application to Pl@ntNet citizen science data in France
ESA 2019 - Annual Meeting of the Ecological Society of America, Aug 2019, Louisville, United States
Vers un désenchevêtrement de l'ambiguïté de la tâche et de l'incertitude du modèle pour la classification avec option de rejet à l'aide de réseaux neuronaux
CAP 2019 - 21e PFIA Conférence sur l'Apprentissage Automatique, Jul 2019, Toulouse, France
LifeCLEF 2019: Biodiversity Identification and Prediction Challenges
ECIR 2019 - 41st European Conference on IR Research, Apr 2019, Cologne, Germany. pp.275-282, ⟨10.1007/978-3-030-15719-7_37⟩
Book sections
Biodiversity Information Retrieval Through Large Scale Content-Based Identification: A Long-Term Evaluation
Nicola Ferro; Carol Peters. Information Retrieval Evaluation in a Changing World: Lessons Learned from 20 Years of CLEF, 41, Springer, pp.389-413, 2019, The Information Retrieval Series, 978-3-030-22948-1. ⟨10.1007/978-3-030-22948-1_16⟩
Software
ThePlantGame
2019
Pl@ntNet
2019
Snoop
2019
2018
Journal articles
Beyond the collection of data in citizen science projects: opening the field of data analysis and interpretation to citizens
Technologie et innovation, 2018, 18- 3, pp.1-27. ⟨10.21494/ISTE.OP.2018.0289⟩
Non-parametric Bayesian annotator combination
Information Sciences, 2018, 436-437, pp.131-145. ⟨10.1016/j.ins.2018.01.020⟩
Species distribution modeling based on the automated identification of citizen observations
Applications in Plant Sciences, 2018, Green Digitization: Online Botanical Collections Data Answering Real‐World Questions, 6 (2), pp.1-11. ⟨10.1002/aps3.1029⟩
Conference papers
Overview of GeoLifeCLEF 2018: location-based species recommendation
CLEF 2018 - Conference and Labs of the Evaluation Forum, Sep 2018, Avignon, France
Overview of LifeCLEF 2018: A Large-Scale Evaluation of Species Identification and Recommendation Algorithms in the Era of AI
CLEF 2018 - 9th International Conference of the Cross-Language Evaluation Forum for European Languages, Sep 2018, Avignon, France. pp.247-266, ⟨10.1007/978-3-319-98932-7_24⟩
Overview of ExpertLifeCLEF 2018: how far automated identification systems are from the best experts?
CLEF 2018 - Conference and Labs of the Evaluation Forum, Sep 2018, Avignon, France
Overview of BirdCLEF 2018: monospecies vs. soundscape bird identification
CLEF 2018 - Conference and Labs of the Evaluation Forum, Sep 2018, Avignon, France
Location-based species recommendation using co-occurrences and environment- GeoLifeCLEF 2018 challenge
CLEF 2018 - Conference and Labs of the Evaluation Forum, Sep 2018, Avignon, France
Book sections
Plant Identification: Experts vs. Machines in the Era of Deep Learning
Multimedia Tools and Applications for Environmental & Biodiversity Informatics, Chapter 8, Editions Springer, pp.131-149, 2018, Multimedia Systems and Applications Series, 978-3-319-76444-3. ⟨10.1007/978-3-319-76445-0_8⟩
Automated identification of herbarium specimens at different taxonomic levels
Multimedia Tools and Applications for Environmental & Biodiversity Informatics, Multimedia Systems and Applications, Editions Springer, pp.151-167, 2018, Multimedia Systems and Applications Series, 978-3-319-76444-3. ⟨10.1007/978-3-319-76445-0_9⟩
Multimedia Tools and Applications for Environmental & Biodiversity Informatics - Preface
Joly A.; Vrochidis S.; Karatzas K.; Karppinen A.; Bonnet P. Multimedia Tools and Applications for Environmental & Biodiversity Informatics, Springer, pp.1-7, 2018, Multimedia Systems and Applications (MMSA), 978-3-319-76445-0; 978-3-319-76444-3. ⟨10.1007/978-3-319-76445-0_1⟩
A deep learning approach to Species Distribution Modelling
Alexis Joly; Stefanos Vrochidis; Kostas Karatzas; Ari Karppinen; Pierre Bonnet. Multimedia Tools and Applications for Environmental & Biodiversity Informatics, Springer, pp.169-199, 2018, Multimedia Systems and Applications Series, 978-3-319-76444-3. ⟨10.1007/978-3-319-76445-0_10⟩
Books
Multimedia Tools and Applications for Environmental & Biodiversity Informatics
Springer International Publishing, 2018, 978-3-319-76445-0. ⟨10.1007/978-3-319-76445-0⟩
2017
Journal articles
Going deeper in the automated identification of Herbarium specimens
BMC Evolutionary Biology, 2017, 17 (1), pp.181. ⟨10.1186/s12862-017-1014-z⟩
Crowdsourcing Thousands of Specialized Labels: A Bayesian Active Training Approach
IEEE Transactions on Multimedia, 2017, 19 (6), pp.1376-1391. ⟨10.1109/TMM.2017.2653763⟩
Insight into the Am-O Phase Equilibria: A Thermodynamic Study Coupling High-Temperature XRD and CALPHAD Modeling
Inorganic Chemistry, 2017, 56 (13), pp.7416-7432. ⟨10.1021/acs.inorgchem.7b00572⟩
Conference papers
Pl@ntNet -My Business
MM: Multimedia, Oct 2017, Mountain View, United States. pp.1-11
Automated Herbarium Specimen Identification using Deep Learning
TDWG 2017: Biodiversity Information Standards, Oct 2017, Ottawa, Canada. pp.e20302, ⟨10.3897/tdwgproceedings.1.20302⟩
LifeCLEF Bird Identification Task 2017
CLEF: Conference and Labs of the Evaluation Forum, Sep 2017, Dublin, Ireland
LifeCLEF 2017 Lab Overview: Multimedia Species Identification Challenges
CLEF: Conference and Labs of the Evaluation Forum, Sep 2017, Dublin, Ireland. pp.255-274, ⟨10.1007/978-3-319-65813-1_24⟩
Plant identification based on noisy web data: the amazing performance of deep learning (LifeCLEF 2017)
CLEF: Conference and Labs of the Evaluation Forum, Sep 2017, Dublin, Ireland
Going deeper in the automated identification of Herbarium specimens
Botany - Botanical Crossroads, Jun 2017, Forth Worth, TX, United States
Pl@ntNet app in the era of deep learning
ICLR: International Conference on Learning Representations, Apr 2017, Toulon, France
Poster communications
Potential and limits of automated plant identification based on visual data, feedbacks from the development of Pl@ntNet initiative
Botany 2017, Jun 2017, Forth Worth, TX, United States. , 2017
Reports
Adversarial autoencoders for novelty detection
[Research Report] Inria - Sophia Antipolis. 2017
2016
Journal articles
Categorizing plant images at the variety level: Did you say fine-grained?
Pattern Recognition Letters, 2016, 81, pp.71-79. ⟨10.1016/j.patrec.2016.05.022⟩
Guest Editorial: Environmental Multimedia Retrieval
Multimedia Tools and Applications, 2016, 75 (3), pp.1557-1562. ⟨10.1007/s11042-016-3256-y⟩
A look inside the Pl@ntNet experience
Multimedia Systems, 2016, 22 (6), pp.751-766. ⟨10.1007/s00530-015-0462-9⟩
Plant identification: Man vs. Machine
Multimedia Tools and Applications, 2016, LifeCLEF 2014 plant identification challenge, 75 (3), pp.1647-1665. ⟨10.1007/s11042-015-2607-4⟩
Conference papers
ThePlantGame: Actively Training Human Annotators for Domain-specific Crowdsourcing
MM 2016 - 24th International Conference on Multimedia, Oct 2016, Amsterdam, Netherlands. pp.720-721, ⟨10.1145/2964284.2973820⟩
Crowdsourcing Biodiversity Monitoring: How Sharing your Photo Stream can Sustain our Planet
MM 2016 - 24th International Conference on Multimedia, Oct 2016, Amsterdam, Netherlands. pp.958-967, ⟨10.1145/2964284.2976762⟩
In situ HT-XRD study of the UO$_2$-PuO$_2$-Pu$_2$O$_3$ sub-system
Pu Futures The Science 2016, Sep 2016, Baden Baden, Germany
Floristic participation at LifeCLEF 2016 Plant Identification Task
Working Notes of CLEF 2016 - Conference and Labs of the Evaluation forum, Sep 2016, Évora, Portugal. pp.450-458
LifeCLEF 2016: Multimedia Life Species Identification Challenges
CLEF 2016 - 7th International Conference of the Cross-Language Evaluation Forum for European Languages, Sep 2016, Évora, Portugal. pp.286-310, ⟨10.1007/978-3-319-44564-9_26⟩
Unsupervised Individual Whales Identification: Spot the Difference in the Ocean
Working Notes of CLEF 2016 - Conference and Labs of the Evaluation forum, Sep 2016, Évora, Portugal. pp.469-480
Plant Identification in an Open-world (LifeCLEF 2016)
CLEF: Conference and Labs of the Evaluation Forum, Sep 2016, Évora, Portugal. pp.428-439
LifeCLEF Bird Identification Task 2016: The arrival of Deep learning
CLEF: Conference and Labs of the Evaluation Forum, Sep 2016, Évora, Portugal. pp.440-449
An image-based Plant identification platform for thousands of species
ATBC: Association for Tropical Biology and Conservation, Jun 2016, Montpellier, France
Spatially Localized Visual Dictionary Learning
ICMR: International Conference on Multimedia Retrieval, Jun 2016, New York, United States. pp.367-370, ⟨10.1145/2911996.2912070⟩
2015
Conference papers
LifeCLEF Bird Identification Task 2015
CLEF: Conference and Labs of the Evaluation Forum, Sep 2015, Toulouse, France
LifeCLEF 2015: Multimedia Life Species Identification Challenges
CLEF: Cross-Language Evaluation Forum, Université de Toulouse. FRA., Sep 2015, Toulouse, France. pp.462-483, ⟨10.1007/978-3-319-24027-5_46⟩
A comparative study of fine-grained classification methods in the context of the LifeCLEF plant identification challenge 2015
CLEF 2015 - Working Notes of the Conference and Labs of the Evaluation Forum, Sep 2015, Toulouse, France
LifeCLEF Plant Identification Task 2015
CLEF: Conference and Labs of the Evaluation Forum, Sep 2015, Toulouse, France
Shared nearest neighbors match kernel for bird songs identification -LifeCLEF 2015 challenge
CLEF 2015 - Working Notes of the Conference and Labs of the Evaluation Forum, Sep 2015, Toulouse, France
Kernelizing Spatially Consistent Visual Matches for Fine-Grained Classification
ICMR: International Conference on Multimedia Retrieval, Jun 2015, Shangai, China. pp.155-162, ⟨10.1145/2671188.2749328⟩
DigInPix: Visual Named-Entities Identification in Images and Videos
ICMR: International Conference on Multimedia Retrieval, Jun 2015, Shanghai, China. pp.661-664, ⟨10.1145/2671188.2749369⟩
Habilitation à diriger des recherches
Large-scale Content-based Visual Information Retrieval
Computer Science [cs]. Université de Montpellier, 2015
2014
Journal articles
Pl@ntNet, un réseau et des outils pour une recherche participative
Interstices, 2014
Object-based visual query suggestion
Multimedia Tools and Applications, 2014, Multimedia Tools and Applications, 68 (2), pp.429-454. ⟨10.1007/s11042-012-1340-5⟩
Interactive plant identification based on social image data
Ecological Informatics, 2014, 23, pp.22-34. ⟨10.1016/j.ecoinf.2013.07.006⟩
Conference papers
Recognizing Thousands of Legal Entities through Instance-based Visual Classification
MM: Conference on Multimedia, Nov 2014, Orlando, FL, United States. pp.1029-1032, ⟨10.1145/2647868.2655038⟩
Fine-grained Visual Faceted Search
MM 2014 - 22nd ACM International Conference on Multimedia, Nov 2014, Orlando, United States. pp.721-722, ⟨10.1145/2647868.2654875⟩
PlantRT : a Distributed Recommendation Tool for Citizen Science
BDA: Gestion de Données — Principes, Technologies et Applications, Oct 2014, Autrans, France. pp.48-50
Pl@ntNet, une plate-forme innovante d'agrégation et partage d'observations botaniques
International Conference ‘Botanists of the Twenty-first Century’, UNESCO, Sep 2014, Paris, France. pp.191-197
LifeCLEF Bird Identification Task 2014
CLEF: Conference and Labs of the Evaluation Forum, Sep 2014, Sheffield, United Kingdom. pp.585-597
Instance-based Bird Species Identification with Undiscriminant Features Pruning
Working Notes of CLEF 2014 - Conference and Labs of the Evaluation Forum, Sep 2014, Sheffield, United Kingdom. pp.625-633
LifeCLEF 2014: Multimedia Life Species Identification Challenges
CLEF: Cross-Language Evaluation Forum, Sep 2014, Sheffield, United Kingdom. pp.229-249, ⟨10.1007/978-3-319-11382-1_20⟩
PlantNet Participation at LifeCLEF2014 Plant Identification Task
CLEF: Conference and Labs of the Evaluation Forum, Sep 2014, Sheffield, United Kingdom. pp.724-737
LifeCLEF Plant Identification Task 2014
CLEF: Conference and Labs of the Evaluation Forum, University of Scheffield. GBR., Sep 2014, Sheffield, United Kingdom. pp.598-615
Pl@ntNet Mobile 2014: Android port and new features
ICMR: International Conference on Multimedia Retrieval, Apr 2014, Glasgow, United Kingdom. pp.527-530, ⟨10.1145/2578726.2582618⟩
LifeCLEF: Multimedia Life Species Identification
EMR: Environmental Multimedia Retrieval, Apr 2014, Glasgow, United Kingdom. pp.7-13
Books
Proceedings of the 1st International Workshop on Environnmental Multimedia Retrieval co-located with ACM International Conference on Multimedia Retrieval
2014
Poster communications
PlantRT : a Distributed and Diversified Recommendation Tool for Citizen Sciences
BDA 2014 - 30e Conférence sur la Gestion de Données — Principes, Technologies et Applications, Oct 2014, Autrans, France. , 2014
DataManager, un système novateur de gestion et d’échange de données botaniques distribuées
Quels botanistes pour le 21e siècle ? Métiers, enjeux, opportunités, Sep 2014, Paris, France. , 2014
2013
Conference papers
The Imageclef Plant Identification Task 2013
MAED: Multimedia Analysis for Ecological Data, Oct 2013, Barcelone, Spain. pp.23-28, ⟨10.1145/2509896.2509902⟩
Small objects query suggestion in a large web-image collection
MM 2013 - 21st ACM International Conference on Multimedia, Oct 2013, Barcelone, Spain. pp.417-418, ⟨10.1145/2502081.2502248⟩
Collaborative validation of visual data through the Pl@ntNet identification system
TDWG 2013 - Annual Conference, Oct 2013, Florence, Italy
OTmedia: The French Transmedia News Observatory
MM 2013 - 21st ACM International Conference on Multimedia, Oct 2013, Barcelone, Spain. pp.441-442, ⟨10.1145/2502081.2502260⟩
Pl@ntNet Mobile App
MM 2013 - 21st ACM International Conference on Multimedia, Oct 2013, Barcelona, Spain. pp.423-424, ⟨10.1145/2502081.2502251⟩
The ImageCLEF 2013 Plant Identification Task
CLEF, Sep 2013, Valencia, Spain
Imageclef 2013: the vision, the data and the open challenges
CLEF 2013 - 4th Conference and Labs of the Evaluation Forum : Information Access Evaluation meets Multilinguality, Multimodality, and Visualization, Sep 2013, Valencia, Spain. pp.250-268, ⟨10.1007/978-3-642-40802-1_26⟩
Inria's participation at ImageCLEF 2013 Plant Identification Task
CLEF (Online Working Notes/Labs/Workshop) 2013, Sep 2013, Valencia, Spain
Reports
Scalable Mining of Small Visual Objects (with new experiments)
[Research Report] Lirmm. 2013
2012
Journal articles
BLasso for object categorization and retrieval: Towards interpretable visual models
Pattern Recognition, 2012, 45 (6), pp.2377-2389. ⟨10.1016/j.patcog.2011.11.022⟩
Conference papers
Visual-Based Transmedia Events Detection
MM 2012 - 20th ACM International Conference on Multimedia, ACM, Nov 2012, Nara, Japan. pp.1351-1352, ⟨10.1145/2393347.2396480⟩
Scalable Mining of Small Visual Objects
MM'12: 20th ACM international conference on Multimedia, Oct 2012, Nara, Japan. pp.599-608
Multi-Organ Plant Identification
ACM International Workshop on Multimedia Analysis for Ecological Data, Oct 2012, Nara, Japan. pp.41--44
Plant Leaves Morphological Categorization with Shared Nearest Neighbours Clustering
ACM International Workshop on Multimedia Analysis for Ecological Data, Oct 2012, Nara, Japan. pp.37--40
Distributed approximate KNN Graph construction for high dimensional Data
BDA 2012 - 28e journées Bases de Donnees Avancées, Oct 2012, Clermont-Ferrand, France
Inria IMEDIA2's Participation at ImageCLEF 2012 Plant Identification Task
CLEF (Online Working Notes/Labs/Workshop) 2012, Sep 2012, Rome, Italy
The ImageCLEF 2012 Plant Identification Task
CLEF'2012: Conference and Labs of the Evaluation Forum, Sep 2012, Rome, Italy
Hash-Based Support Vector Machines Approximation for Large Scale Prediction
BMVC: British Machine Vision Conference, Sep 2012, Surrey, United Kingdom. pp.86.1-86.11
Distributed KNN-graph approximation via hashing
ICMR - International Conference on Multimedia Retrieval - 2012, Jun 2012, Hong-Kong, Hong Kong SAR China. pp.43:1--43:8, ⟨10.1145/2324796.2324847⟩
Reports
Recommendations about benchmarking campaigns as a tool to foster multimedia search technology transfer at the European level
[Technical Report] Inria. 2012
2011
Conference papers
Visual-based plant species identification from crowdsourced data
MM'11 - ACM Multimedia 2011, Nov 2011, Scottsdale, United States. pp.0-0, ⟨10.1145/2072298.2072472⟩
Access to botanical data through multimedia and collaborative retrieval
Conference on Multilingual and Multimodal Information Access Evaluation (CLEF), Sep 2011, Amsterdam, Netherlands
The ImageCLEF 2011 plant images classification task
ImageCLEF 2011, Sep 2011, Amsterdam, Netherlands
The CLEF 2011 Plant Images Classification Task
ImageCLEF 2011, Vivien Petras; Pamela Forner; Paul Clough; Nicola Ferro, Sep 2011, Amsterdam, Netherlands
Participation of INRIA & Pl@ntNet to ImageCLEF 2011 plant images classification task
ImageCLEF 2011, Sep 2011, Amsterdam, Netherlands. pp.0-0
The Pl@ntnet project: plant computational identification and collaborative information system
IBC 2011 - XVIII International Botanical congress, Jul 2011, Melbourne, Australia
The Pl@ntnet project: plant computational identification and collaborative information system
IBC2011. XVIII International Botanical Congress, Jul 2011, Melbourne, Australia
Random Maximum Margin Hashing
CVPR'11 - IEEE Computer Vision and Pattern Recognition, Jun 2011, Colorado springs, United States. pp.873-880, ⟨10.1109/CVPR.2011.5995709⟩
Large scale visual-based event matching
ICMR'11 - International Conference on Multimedia Retrieval, Apr 2011, Trento, Italy. pp.53:1--53:7, ⟨10.1145/1991996.1992049⟩
Interpretable Visual Models for Human Perception-Based Object Retrieval
ICMR'11 - First ACM International Conference on Multimedia Retrieval, Apr 2011, Trento, Italy. pp.21:1--21:8, ⟨10.1145/1991996.1992017⟩
Consistent Visual Words Mining with Adaptive Sampling
ICMR'11 - International Conference on Multimedia Retrieval, Apr 2011, Trento, Italy. pp.0-0, ⟨10.1145/1991996.1992045⟩
The Pl@ntNet project: Plant Computational Identification and Collaborative Information System
Biosystematics 2011 - Digital identification methods in the digital age - morphological and molecular, computer-aided and fully automated, research and citizen science, Feb 2011, Berlin, Germany
2010
Reports
Multi-source shared nearest neighbours for multi-modal image clustering
[Research Report] RR-7351, INRIA. 2010
2009
Conference papers
Interactive Objects Retrieval with Efficient Boosting
MM'09 - Proceedings of the 17th ACM international conference on Multimedia, Oct 2009, Beijing, China. pp.545--548, ⟨10.1145/1631272.1631352⟩
Poster communications
Advances in taxonomic identification by image recognition, with the generic content-based image retrieval IKONA
e-Biosphere 09 International Conference on Biodiversity Informatics, Jun 2009, London, United Kingdom. 2009
2008
Journal articles
Content-based Copy Retrieval using Distortion-based Probabilistic Similarity Search
IEEE Transactions on Multimedia, 2008, ⟨10.1109/TMM.2006.886278⟩
Conference papers
A posteriori multi-probe locality sensitive hashing
MM08: ACM Multimedia Conference 2008, Oct 2008, Vancouver British Columbia Canada, France. pp.209-218, ⟨10.1145/1459359.1459388⟩
2007
Conference papers
Video copy detection
ACM International Conference on Image and Video Retrieval (CIVR’07), Jul 2007, Amsterdam, Netherlands. pp.371-378, ⟨10.1145/1282280.1282336⟩
Video Copy Detection: a Comparative Study
CIVR 2007, Jul 2007, Amsterdam, France
2006
Reports
Constant Tangential Angle Elected Interest Points
[Research Report] 2006, pp.22
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