Cassio F. Dantas

Publications

Article dans une revue (14)

Multi-modal co-learning for Earth observation: enhancing single-modality models via modality collaboration Francisco Mena,Dino Ienco,Cassio F Dantas,Roberto Interdonato,Andreas Dengel Machine Learning, 2025, 114 (12), pp.279. ⟨10.1007/s10994-025-06903-0⟩ Article dans une revue hal-05326486v1
Geographical Context Matters: Bridging Fine and Coarse Spatial Information to Enhance Continental Land Cover Mapping Babak Ghassemi,Cássio Fraga Dantas,Raffaele Gaetano,Dino Ienco,Omid Ghorbanzadehet al. Science of Remote Sensing, 2025, 12, 39 p. ⟨10.1016/j.srs.2025.100315⟩ Article dans une revue hal-05319081v1
Multi-sensor Model for Earth Observation Robust to Missing Data via Sensor Dropout and Mutual Distillation Francisco Mena,Dino Ienco,Cássio Dantas,Roberto Interdonato,Andreas Dengel IEEE Access, 2025, 13, pp.83930-83943. ⟨10.1109/ACCESS.2025.3568706⟩ Article dans une revue hal-05063111v1
Rapeseed mapping using machine learning methods and Sentinel-1 time series coupled with growing degree-days information Sami Najem,Nicolas Baghdadi,Ya Gao,Hassan Bazzi,Saeideh Malekiet al. Science of Remote Sensing, 2025, 11, pp.100244. ⟨10.1016/j.srs.2025.100244⟩ Article dans une revue hal-05113091v1
SAHARA: Heterogeneous Semi-Supervised Transfer Learning with Adversarial Adaptation and Dynamic Pseudo-Labeling Giuseppe Guarino,Cássio F Dantas,Dino Ienco,Raffaele Gaetano,Gemine Vivoneet al. IEEE Geoscience and Remote Sensing Letters, 2025, 23, 13 p. ⟨10.1109/LGRS.2025.3635269⟩ Article dans une revue hal-05370697v1
Sentinel-1 (S1) time series alignment method for rapeseed fields mapping Saeideh Maleki,Nicolas Baghdadi,Sami Najem,Cassio Fraga Dantas,Dino Iencoet al. Frontiers in Remote Sensing, 2025, 5, pp.1483295. ⟨10.3389/frsen.2024.1483295⟩ Article dans une revue hal-04955663v1
Determining Effective Temporal Windows for Rapeseed Detection Using Sentinel-1 Time Series and Machine Learning Algorithms Saeideh Maleki,Nicolas Baghdadi,Sami Najem,Cassio F. Dantas,Hassan Bazziet al. Remote Sensing, 2024, 16 (3), pp.549. ⟨10.3390/rs16030549⟩ Article dans une revue hal-04476131v1
Machine Learning-Based Summer Crops Mapping Using Sentinel-1 and Sentinel-2 Images Saeideh Maleki,Nicolas Baghdadi,Hassan Bazzi,Cassio Fraga Dantas,Dino Iencoet al. Remote Sensing, 2024, 16 (23), pp.4548. ⟨10.3390/rs16234548⟩ Article dans une revue hal-04823571v1
Reuse out-of-year data to enhance land cover mapping via feature disentanglement and contrastive learning Cassio F. Dantas,Raffaele Gaetano,Claudia Paris,Dino Ienco IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2024, 18, pp.1681-1694. ⟨10.1109/JSTARS.2024.3503756⟩ Article dans une revue hal-04547452v1
Sphere Refinement in Gap Safe Screening Cassio F. Dantas,Emmanuel Soubies,Cédric Févotte IEEE Signal Processing Letters, 2023, 30, p. 608-612. ⟨10.1109/LSP.2023.3277792⟩ Article dans une revue hal-03891840v2
Artificial Intelligence Algorithms for Rapeseed Fields Mapping using Sentinel-1 Time Series: Temporal Transfer Scenario and Ground Sampling Constraints Saeideh Maleki,Nicolas Baghdadi,Cassio F. Dantas,Sami Najem,Hassan Bazziet al. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2023, 16, pp.8884-8899. ⟨10.1109/JSTARS.2023.3316304⟩ Article dans une revue hal-04184447v1
Expanding boundaries of Gap Safe screening Cassio F. Dantas,Emmanuel Soubies,Cédric Févotte Journal of Machine Learning Research, 2021, 22 (236), pp.1-57 Article dans une revue hal-03147502v3
Stable safe screening and structured dictionaries for faster L1 regularization Cassio Fraga Dantas,Rémi Gribonval IEEE Transactions on Signal Processing, 2019, 67 (14), pp.3756-3769. ⟨10.1109/TSP.2019.2919404⟩ Article dans une revue hal-01954261v3
Learning Dictionaries as a sum of Kronecker products Cassio Fraga Dantas,Michele Nazareth da Costa,Renato da Rocha Lopes IEEE Signal Processing Letters, 2017, 24 (5), pp.559 - 563. ⟨10.1109/LSP.2017.2681159⟩ Article dans une revue hal-01672349v1

Communication dans un congrès (18)

Two-stage Vision Transformers and Hard Masking offer Robust Object Representations Ananthu Aniraj,Cassio F Dantas,Dino Ienco,Diego Marcos ICPR 2026 - International Conference on Pattern Recognition, Aug 2026, Lyon, France Communication dans un congrès hal-05579939v1
PDiscoFormer: Relaxing Part Discovery Constraints with Vision Transformers Ananthu Aniraj,Cassio F. Dantas,Dino Ienco,Diego Marcos ECCV 2024 - 18th European Conference on Computer Vision, Sep 2024, Milano, Italy. pp.256-272, ⟨10.1007/978-3-031-73013-9_15⟩ Communication dans un congrès hal-04659631v1
Revisiting Cross-Modal Knowledge Distillation: A Disentanglement Approach for RGBD Semantic Segmentation Roger Ferrod,Cássio F Dantas,Luigi Di Caro,Dino Ienco European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML_PKDD), Sep 2025, Porto, Portugal Communication dans un congrès hal-05091733v1
Transfer Land Cover Maps Across Years: A Time Series-based Semantic Segmentation Approach Christopher Jabea,Roberto Interdonato,Cassio F Dantas,Dino Ienco,Flavie Cernessonet al. JURSE 2025 - Joint Urban Remote Sensing Event, May 2025, Tunis, Tunisia. ⟨10.1109/JURSE60372.2025.11076059⟩ Communication dans un congrès hal-05167526v1
Rapeseed Fields Mapping Using Sentinel-1 Time Series Nicolas Baghdadi,Saeideh Maleki,Cassio F. Dantas,Sami Najem,Hassan Bazziet al. IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium, Jul 2024, Athènes, Greece. pp.4836-4840, ⟨10.1109/IGARSS53475.2024.10642836⟩ Communication dans un congrès hal-04979582v1
Joint Cloud Removal and Classification of Sentinel-2 Image Time Series for Agricultural Land Cover Mapping in Northern Benin S. Bio Nikki Sarè,Raffaele Gaetano,Roberto Interdonato,Y. Hountondji,Dino Iencoet al. IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium, IGARSS, Jul 2024, Athènes, Greece. pp.4824-4827, ⟨10.1109/IGARSS53475.2024.10641427⟩ Communication dans un congrès hal-04979522v1
DisCoM-KD: Cross-Modal Knowledge Distillation via Disentanglement Representation and Adversarial Learning Dino Ienco,Cassio Fraga Dantas 35. British Machine Vision Conference (BMVC 2024), Nov 2024, Glasgow, United Kingdom Communication dans un congrès hal-04666307v1
Semi Supervised Heterogeneous Domain Adaptation via Disentanglement and Pseudo-Labelling Cassio F. Dantas,Raffaele Gaetano,Dino Ienco ECML PKDD 2024 - European Conference on Machine Learning and Knowledge Discovery in Databases, Sep 2024, Vilnius, Lithuania. pp.440-456, ⟨10.1007/978-3-031-70352-2_26⟩ Communication dans un congrès hal-04617917v1
Counterfactual Explanations for Remote Sensing Time Series Data: an Application to Land Cover Classification Cassio F. Dantas,Thalita F Drumond,Diego Marcos,Dino Ienco ECML PKDD: Joint European Conference on Machine Learning and Knowledge Discovery in Databases, Sep 2023, Torino, Italy. p. 20-36, ⟨10.1007/978-3-031-43430-3_2⟩ Communication dans un congrès hal-04189631v1
PDiscoNet: Semantically consistent part discovery for fine-grained recognition Robert van der Klis,Stephan Alaniz,Massimiliano Mancini,Cassio F. Dantas,Dino Iencoet al. ICCV 2023 - International Conference on Computer Vision, Oct 2023, Paris, France. pp.1866-1876, ⟨10.1109/ICCV51070.2023.00179⟩ Communication dans un congrès hal-04183747v1
Masking Strategies for Background Bias Removal in Computer Vision Models Ananthu Aniraj,Cassio F. Dantas,Dino Ienco,Diego Marcos ICCV 2023 - International Conference on Computer Vision, Oct 2023, Paris, France. pp.4399-4407, ⟨10.1109/ICCVW60793.2023.00474⟩ Communication dans un congrès hal-04184449v1
Benchopt: Reproducible, efficient and collaborative optimization benchmarks Thomas Moreau,Mathurin Massias,Alexandre Gramfort,Pierre Ablin,Pierre-Antoine Bannieret al. NeurIPS 2022 - 36. Conference on Neural Information Processing Systems, Nov 2022, La Nouvelle Orléans, United States Communication dans un congrès hal-03830604v1
Safe screening for sparse regression with the Kullback-Leibler divergence Cassio F. Dantas,Emmanuel Soubies,Cédric Févotte IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Jun 2021, Toronto (virtual), Canada Communication dans un congrès hal-03147345v2
Learning Tensor-structured Dictionaries with Application to Hyperspectral Image Denoising Cassio F. Dantas,Jeremy E Cohen,Rémi Gribonval EUSIPCO 2019 - 27th European Signal Processing Conference, Sep 2019, A Coruña, Spain. pp.1-5, ⟨10.23919/EUSIPCO.2019.8902593⟩ Communication dans un congrès hal-02126782v2
Hyperspectral Image Denoising using Dictionary Learning Cassio F. Dantas,Jérémy E Cohen,Rémi Gribonval WHISPERS 2019 - 10th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, Sep 2019, Amsterdam, Netherlands. pp.1-5, ⟨10.1109/WHISPERS.2019.8921110⟩ Communication dans un congrès hal-02175630v1
Learning fast dictionaries for sparse representations using low-rank tensor decompositions Cassio Fraga Dantas,Jérémy E Cohen,Rémi Gribonval LVA/ICA 2018 - 14th International Conference on Latent Variable Analysis and Signal Separation, Jul 2018, Guildford, United Kingdom. pp.456-466, ⟨10.1007/978-3-319-93764-9_42⟩ Communication dans un congrès hal-01709343v2
Faster and still safe: combining screening techniques and structured dictionaries to accelerate the Lasso Cassio Fraga Dantas,Rémi Gribonval ICASSP 2018 - IEEE International Conference on Acoustics, Speech and Signal Processing, Apr 2018, Calgary, AB, Canada. pp.4069-4073, ⟨10.1109/ICASSP.2018.8461514⟩ Communication dans un congrès hal-01706392v1
Dynamic Screening with Approximate Dictionaries Cassio Fraga Dantas,Rémi Gribonval XXVIème colloque GRETSI, Sep 2017, Juan-les-Pins, France Communication dans un congrès hal-01598021v1

Pré-publication, Document de travail (1)

Fire severity and recovery across Europe: insights from forest diversity and landscape metrics Eatidal Amin,Cassio F. Dantas,Dino Ienco,Samuel Alleaume,Sandra Luque 2025 Pré-publication, Document de travail hal-05252328v1

Document associé à des manifestations scientifiques (2)

Tensor-structured Dictionaries for Hyperspectral Imaging Cassio F. Dantas,Jérémy E Cohen,Rémi Gribonval SPARS 2019 - Signal Processing with Adaptive Sparse Structured Representations, Jul 2019, Toulouse, France. pp.1-2 Document associé à des manifestations scientifiques hal-02169405v1
Learning Dictionaries as Sums of Kronecker Products Cassio Fraga Dantas,Rémi Gribonval,Renato R Lopes,Michele N da Costa SPARS 2017 - Signal Processing with Adaptive Sparse Structured Representations workshop, Jun 2017, Lisbon, Portugal. Document associé à des manifestations scientifiques hal-01514044v1

Rapport (1)

Accelerating Non-Negative and Bounded-Variable Linear Regression Algorithms with Safe Screening Cassio F. Dantas,Emmanuel Soubies,Cédric Févotte IRIT - Institut de Recherche en Informatique de Toulouse. 2023 Rapport hal-03564336v2

Logiciel (1)

Stable Screening - Python code Cassio F. Dantas,Rémi Gribonval 2019, ⟨swh:1:dir:3ccb3fde105b05aee192367fb5e07e192e3b6774;origin=https://hal.archives-ouvertes.fr/hal-02129219;visit=swh:1:snp:ea9fb83bf7c0e828cd33fef85302fb6d009efa55;anchor=swh:1:rev:22942d09cf38300eddca99dc83cd4868b2f9187f;path=/⟩ Logiciel hal-02129219v1