Cassio F. Dantas

28
Documents

Publications

Publications

Image document

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-04955663 v1
Image document

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-05063111 v1
Image document

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-04476131 v1
Image document

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-04823571 v1
Image document

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-04547452 v1
Image document

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-04184447 v1
Image document

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-03891840 v2
Image document

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-03147502 v3
Image document

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-01954261 v3
Image document

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-01672349 v1
Image document

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-05091733 v1
Image document

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-04659631 v1
Image document

DisCoM-KD: Cross-Modal Knowledge Distillation via Disentanglement Representation and Adversarial Learning

Dino Ienco , Cassio Fraga Dantas
BMVC 2024 - 35th British Machine Vision Conference, Nov 2024, Glasgow, United Kingdom
Communication dans un congrès hal-04666307 v1
Image document

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-04617917 v1
Image document

Masking Strategies for Background Bias Removal in Computer Vision Models

Ananthu Aniraj , Cassio F. Dantas , Dino Ienco , Diego Marcos
Out of Distribution Generalization in Computer Vision workshop (in conjunction with ICCV 2023), Oct 2023, Paris, France. pp.4399-4407, ⟨10.1109/ICCVW60793.2023.00474⟩
Communication dans un congrès hal-04184449 v1
Image document

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-04183747 v1

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-04189631 v1
Image document

Benchopt: Reproducible, efficient and collaborative optimization benchmarks

Thomas Moreau , Mathurin Massias , Alexandre Gramfort , Pierre Ablin , Pierre-Antoine Bannier et al.
NeurIPS 2022 - 36th Conference on Neural Information Processing Systems, Nov 2022, New Orleans, United States
Communication dans un congrès hal-03830604 v1
Image document

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-03147345 v2
Image document

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-02175630 v1
Image document

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-02126782 v2
Image document

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-01709343 v2
Image document

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-01706392 v1
Image document

Dynamic Screening with Approximate Dictionaries

Cassio Fraga Dantas , Rémi Gribonval
XXVIème colloque GRETSI, Sep 2017, Juan-les-Pins, France
Communication dans un congrès hal-01598021 v1
Image document

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-02169405 v1
Image document

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-01514044 v1