Cassio F. Dantas

36
Documents

Publications

Publications

Deposit thumbnail

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
Deposit thumbnail

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 Ghorbanzadeh et al.

Science of Remote Sensing, 2025, 12, 39 p. ⟨10.1016/j.srs.2025.100315⟩

Article dans une revue hal-05319081v1
Deposit thumbnail

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
Deposit thumbnail

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 Maleki et al.

Science of Remote Sensing, 2025, 11, pp.100244. ⟨10.1016/j.srs.2025.100244⟩

Article dans une revue hal-05113091v1
Deposit thumbnail

SAHARA: Heterogeneous Semi-Supervised Transfer Learning with Adversarial Adaptation and Dynamic Pseudo-Labeling

Giuseppe Guarino , Cássio F Dantas , Dino Ienco , Raffaele Gaetano , Gemine Vivone et al.

IEEE Geoscience and Remote Sensing Letters, 2025, 23, 13 p. ⟨10.1109/LGRS.2025.3635269⟩

Article dans une revue hal-05370697v1
Deposit thumbnail

Sentinel-1 (S1) time series alignment method for rapeseed fields mapping

Saeideh Maleki , Nicolas Baghdadi , Sami Najem , Cassio Fraga Dantas , Dino Ienco et al.

Frontiers in Remote Sensing, 2025, 5, pp.1483295. ⟨10.3389/frsen.2024.1483295⟩

Article dans une revue hal-04955663v1
Deposit thumbnail

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 Bazzi et al.

Remote Sensing, 2024, 16 (3), pp.549. ⟨10.3390/rs16030549⟩

Article dans une revue hal-04476131v1
Deposit thumbnail

Machine Learning-Based Summer Crops Mapping Using Sentinel-1 and Sentinel-2 Images

Saeideh Maleki , Nicolas Baghdadi , Hassan Bazzi , Cassio Fraga Dantas , Dino Ienco et al.

Remote Sensing, 2024, 16 (23), pp.4548. ⟨10.3390/rs16234548⟩

Article dans une revue hal-04823571v1
Deposit thumbnail

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
Deposit thumbnail

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
Deposit thumbnail

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 Bazzi et 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
Deposit thumbnail

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
Deposit thumbnail

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
Deposit thumbnail

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
Deposit thumbnail

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
Deposit thumbnail

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
Deposit thumbnail

Transfer Land Cover Maps Across Years: A Time Series-based Semantic Segmentation Approach

Christopher Jabea , Roberto Interdonato , Cassio F Dantas , Dino Ienco , Flavie Cernesson et 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 Bazzi et 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 Ienco et 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
Deposit thumbnail

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
Deposit thumbnail

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

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
Deposit thumbnail

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
Deposit thumbnail

PDiscoNet: Semantically consistent part discovery for fine-grained recognition

Robert van der Klis , Stephan Alaniz , Massimiliano Mancini , Cassio F. Dantas , Dino Ienco et 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
Deposit thumbnail

Benchopt: Reproducible, efficient and collaborative optimization benchmarks

Thomas Moreau , Mathurin Massias , Alexandre Gramfort , Pierre Ablin , Pierre-Antoine Bannier et al.

NeurIPS 2022 - 36. Conference on Neural Information Processing Systems, Nov 2022, La Nouvelle Orléans, United States

Communication dans un congrès hal-03830604v1
Deposit thumbnail

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
Deposit thumbnail

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
Deposit thumbnail

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
Deposit thumbnail

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
Deposit thumbnail

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
Deposit thumbnail

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
Deposit thumbnail

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
Deposit thumbnail

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