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ORCIDRicardo Augusto Borsoi
R. A. Borsoi
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2020 – today
- 2025
[j24]Ricardo Augusto Borsoi
, Konstantin Usevich, David Brie, Tülay Adali:
Personalized Coupled Tensor Decomposition for Multimodal Data Fusion: Uniqueness and Algorithms. IEEE Trans. Signal Process. 73: 113-129 (2025)- 2024
- [j23]Luciano C. Ayres, Ricardo Augusto Borsoi, José C. M. Bermudez, Sérgio J. M. de Almeida:
A Generalized Multiscale Bundle-Based Hyperspectral Sparse Unmixing Algorithm. IEEE Geosci. Remote. Sens. Lett. 21: 1-5 (2024) - [c21]Haoqing Li, Ricardo Augusto Borsoi, Tales Imbiriba, Pau Closas:
A Variational Approach for Robust Online Fusion of Multiresolution Multispectral Images. EUSIPCO 2024: 666-670 - [c20]Xiuheng Wang, Ricardo Augusto Borsoi, Cédric Richard:
Riemannian Diffusion Adaptation over Graphs with Application to Online Distributed PCA. ICASSP 2024: 9736-9740 - [c19]Ashutosh Singh, Ricardo Augusto Borsoi, Deniz Erdogmus, Tales Imbiriba:
Learning semilinear neural operators: A unified recursive framework for prediction and data assimilation. ICLR 2024 - [c18]Xiuheng Wang, Ricardo Augusto Borsoi, Cédric Richard:
Non-parametric Online Change Point Detection on Riemannian Manifolds. ICML 2024 - [d3]Helena Calatrava, Bhavya Duvvuri, Haoqing Li, Ricardo Augusto Borsoi, Tales Imbiriba, Edward Beighley, Deniz Erdogmus, Pau Closas:
RBC-SatImg: Sentinel-2 Imagery and WatData Labels for Water Mapping. Zenodo, 2024
- [i24]Luciano Carvalho Ayres, Ricardo Augusto Borsoi, José Carlos Moreira Bermudez, Sérgio Jose Melo de Almeida:
A Generalized Multiscale Bundle-Based Hyperspectral Sparse Unmixing Algorithm. CoRR abs/2401.13161 (2024) - [i23]Ashutosh Singh, Ricardo Augusto Borsoi, Deniz Erdogmus, Tales Imbiriba:
Learning Semilinear Neural Operators : A Unified Recursive Framework For Prediction And Data Assimilation. CoRR abs/2402.15656 (2024) - [i22]Luciano Carvalho Ayres, Sérgio Jose Melo de Almeida, José Carlos Moreira Bermudez, Ricardo Augusto Borsoi:
Hierarchical Homogeneity-Based Superpixel Segmentation: Application to Hyperspectral Image Analysis. CoRR abs/2407.15321 (2024) - [i21]Ashutosh Singh, Ashish Singh, Tales Imbiriba, Deniz Erdogmus, Ricardo Augusto Borsoi:
KODA: A Data-Driven Recursive Model for Time Series Forecasting and Data Assimilation using Koopman Operators. CoRR abs/2409.19518 (2024) - [i20]Ricardo Augusto Borsoi, Konstantin Usevich, David Brie, Tülay Adali:
Personalized Coupled Tensor Decomposition for Multimodal Data Fusion: Uniqueness and Algorithms. CoRR abs/2412.01102 (2024) - 2023
- [j22]Diego Marques do Carmo, Ricardo Augusto Borsoi, Márcio Holsbach Costa:
Closed-Form Solution to the Multichannel Wiener Filter With Interaural Level Difference Preservation. IEEE ACM Trans. Audio Speech Lang. Process. 31: 2796-2811 (2023) - [j21]Ricardo Augusto Borsoi, Deniz Erdogmus, Tales Imbiriba:
Learning Interpretable Deep Disentangled Neural Networks for Hyperspectral Unmixing. IEEE Trans. Computational Imaging 9: 977-991 (2023) - [j20]Xiuheng Wang, Ricardo Augusto Borsoi, Cédric Richard, Jie Chen:
Deep Hyperspectral and Multispectral Image Fusion With Inter-Image Variability. IEEE Trans. Geosci. Remote. Sens. 61: 1-15 (2023) - [j19]Ricardo Augusto Borsoi, Tales Imbiriba, Pau Closas:
Dynamical Hyperspectral Unmixing With Variational Recurrent Neural Networks. IEEE Trans. Image Process. 32: 2279-2294 (2023) - [c17]Xiuheng Wang, Ricardo Augusto Borsoi, Cédric Richard, André Ferrari:
DIstributed Change Point Detection in Streaming Manifold-Valued Signals Over Graphs. ACSSC 2023: 689-693 - [c16]Helena Calatrava, Ricardo Augusto Borsoi, Tales Imbiriba, Pau Closas:
On the Impact of Sampling on Deep Sequential State Estimation. ACSSC 2023: 1362-1366 - [c15]Xiuheng Wang, Ricardo Augusto Borsoi, Cédric Richard:
Online Change Point Detection on Riemannian Manifolds with Karcher Mean Estimates. EUSIPCO 2023: 2033-2037 - [c14]Ricardo Augusto Borsoi, Tales Imbiriba, Deniz Erdogmus:
A Deep Disentangled Approach for Interpretable Hyperspectral Unmixing. ICASSP 2023: 1-2 - [c13]R. A. Borsoi, Isabell Lehmann, Mohammad A. B. S. Akhonda, Vince D. Calhoun, Konstantin Usevich, David Brie, Tülay Adali:
Coupled CP Tensor Decomposition with Shared and Distinct Components for Multi-Task Fmri Data Fusion. ICASSP 2023: 1-5 - [c12]Xiuheng Wang, Ricardo Augusto Borsoi, Cédric Richard, Jie Chen:
Change Point Detection with Neural Online Density-Ratio Estimator. ICASSP 2023: 1-5 - [d2]Haoqing Li, Bhavya Duvvuri, Ricardo Augusto Borsoi, Tales Imbiriba, Edward Beighley, Deniz Erdogmus, Pau Closas:
Online Fusion of Multi-resolution Multispectral Images with Weakly Supervised Temporal Dynamics. Zenodo, 2023 - [i19]Ricardo Augusto Borsoi, Tales Imbiriba, Pau Closas:
Dynamical Hyperspectral Unmixing with Variational Recurrent Neural Networks. CoRR abs/2303.10566 (2023) - [i18]Ricardo Augusto Borsoi, Deniz Erdogmus, Tales Imbiriba:
Learning Interpretable Deep Disentangled Neural Networks for Hyperspectral Unmixing. CoRR abs/2310.02340 (2023) - [i17]Helena Calatrava, Ricardo Augusto Borsoi, Tales Imbiriba, Pau Closas:
On the Impact of Sampling on Deep Sequential State Estimation. CoRR abs/2311.17006 (2023) - 2022
- [j18]Diego Marques do Carmo, Ricardo Augusto Borsoi, Márcio Holsbach Costa:
Robust parameter strategy for Wiener-based binaural noise reduction methods in hearing aids. Biomed. Signal Process. Control. 74: 103461 (2022) - [j17]Ricardo Augusto Borsoi, Tales Imbiriba, Pau Closas, José Carlos M. Bermudez, Cédric Richard:
Kalman Filtering and Expectation Maximization for Multitemporal Spectral Unmixing. IEEE Geosci. Remote. Sens. Lett. 19: 1-5 (2022) - [j16]Haoqing Li, Ricardo Augusto Borsoi, Tales Imbiriba, Pau Closas, José C. M. Bermudez, Deniz Erdogmus:
Model-Based Deep Autoencoder Networks for Nonlinear Hyperspectral Unmixing. IEEE Geosci. Remote. Sens. Lett. 19: 1-5 (2022) - [j15]Clémence Prévost, Ricardo Augusto Borsoi, Konstantin Usevich, David Brie, José C. M. Bermudez, Cédric Richard:
Hyperspectral Super-resolution Accounting for Spectral Variability: Coupled Tensor LL1-Based Recovery and Blind Unmixing of the Unknown Super-resolution Image. SIAM J. Imaging Sci. 15(1): 110-138 (2022) - [j14]Mircea Moscu, Ricardo Augusto Borsoi, Cédric Richard, José Carlos M. Bermudez:
Graph Topology Inference With Derivative-Reproducing Property in RKHS: Algorithm and Convergence Analysis. IEEE Trans. Signal Inf. Process. over Networks 8: 78-91 (2022) - [c11]Xiuheng Wang, Ricardo Augusto Borsoi, Cédric Richard, Jie Chen:
Deep Image Fusion Accounting for Inter-Image Variability. IEEECONF 2022: 645-649 - [d1]Helena Calatrava, Bhavya Duvvuri, Haoqing Li, Ricardo Augusto Borsoi, Tales Imbiriba, Edward Beighley, Deniz Erdogmus, Pau Closas:
Sentinel-2 Images from Oroville Dam and Charles River. Zenodo, 2022 - 2021
- [b1]Ricardo Augusto Borsoi:
Spectral variability in hyperspectral unmixing: multiscale, tensor, and neural network-based approaches. Federal University of Santa Catarina, Brazil, 2021 - [j13]Ricardo Augusto Borsoi, Clémence Prévost, Konstantin Usevich, David Brie, José C. M. Bermudez, Cédric Richard:
Coupled Tensor Decomposition for Hyperspectral and Multispectral Image Fusion With Inter-Image Variability. IEEE J. Sel. Top. Signal Process. 15(3): 702-717 (2021) - [j12]Ricardo Augusto Borsoi, Tales Imbiriba, José Carlos Moreira Bermudez, Cédric Richard:
Deep Generative Models for Library Augmentation in Multiple Endmember Spectral Mixture Analysis. IEEE Geosci. Remote. Sens. Lett. 18(10): 1831-1835 (2021) - [j11]Ricardo Augusto Borsoi, Tales Imbiriba, José Carlos Moreira Bermudez, Cédric Richard:
Fast Unmixing and Change Detection in Multitemporal Hyperspectral Data. IEEE Trans. Computational Imaging 7: 975-988 (2021) - [c10]Ricardo Augusto Borsoi, Clémence Prévost, Konstantin Usevich, David Brie, José C. M. Bermudez, Cédric Richard:
Coupled Tensor Models Accounting for Inter-image Variability. ACSCC 2021: 1586-1590 - [c9]Luciano C. Ayres, Sérgio J. M. de Almeida, José C. M. Bermudez, Ricardo Augusto Borsoi:
A Homogeneity-Based Multiscale Hyperspectral Image Representation for Sparse Spectral Unmixing. ICASSP 2021: 1460-1464 - [c8]Mircea Moscu, Ricardo Augusto Borsoi, Cédric Richard:
Convergence Analysis of the Graph-Topology-Inference Kernel LMS Algorithm. ICASSP 2021: 5375-5379 - [i16]Haoqing Li, Ricardo Augusto Borsoi, Tales Imbiriba, Pau Closas, José Carlos Moreira Bermudez, Deniz Erdogmus:
Model-Based Deep Autoencoder Networks for Nonlinear Hyperspectral Unmixing. CoRR abs/2104.08409 (2021) - [i15]Diego Marques do Carmo, Ricardo Augusto Borsoi, Márcio H. Costa:
Robust parameter design for Wiener-based binaural noise reduction methods in hearing aids. CoRR abs/2104.09615 (2021) - 2020
- [j10]Ricardo Augusto Borsoi:
Robust online video super-resolution using an efficient alternating projections scheme. Signal Process. 172: 107575 (2020) - [j9]Ricardo Augusto Borsoi, Tales Imbiriba, José Carlos Moreira Bermudez:
Deep Generative Endmember Modeling: An Application to Unsupervised Spectral Unmixing. IEEE Trans. Computational Imaging 6: 374-384 (2020) - [j8]Tales Imbiriba, Ricardo Augusto Borsoi, José Carlos Moreira Bermudez:
Low-Rank Tensor Modeling for Hyperspectral Unmixing Accounting for Spectral Variability. IEEE Trans. Geosci. Remote. Sens. 58(3): 1833-1842 (2020) - [j7]Ricardo Augusto Borsoi, Tales Imbiriba, José Carlos Moreira Bermudez:
Super-Resolution for Hyperspectral and Multispectral Image Fusion Accounting for Seasonal Spectral Variability. IEEE Trans. Image Process. 29: 116-127 (2020) - [j6]Ricardo Augusto Borsoi, Tales Imbiriba, José Carlos Moreira Bermudez:
A Data Dependent Multiscale Model for Hyperspectral Unmixing With Spectral Variability. IEEE Trans. Image Process. 29: 3638-3651 (2020) - [j5]Ricardo Augusto Borsoi, Tales Imbiriba, José Carlos Moreira Bermudez, Cédric Richard:
A Blind Multiscale Spatial Regularization Framework for Kernel-Based Spectral Unmixing. IEEE Trans. Image Process. 29: 4965-4979 (2020) - [c7]R. A. Borsoi, Cédric Richard, André Ferrari, Jie Chen, José Carlos M. Bermudez:
Online Graph-Based Change Point Detection in Multiband Image Sequences. EUSIPCO 2020: 850-854 - [c6]Mircea Moscu, Ricardo Augusto Borsoi, Cédric Richard:
Online Kernel-Based Graph Topology Identification with Partial-Derivative-Imposed Sparsity. EUSIPCO 2020: 2190-2194 - [c5]Mircea Moscu, Ricardo Augusto Borsoi, Cédric Richard:
Online Graph Topology Inference with Kernels For Brain Connectivity Estimation. ICASSP 2020: 1200-1204 - [i14]Ricardo Augusto Borsoi, Tales Imbiriba, Pau Closas, José Carlos Moreira Bermudez, Cédric Richard:
Kalman Filtering and Expectation Maximization for Multitemporal Spectral Unmixing. CoRR abs/2001.00425 (2020)
2010 – 2019
- 2019
- [j4]Ricardo Augusto Borsoi, Tales Imbiriba, José Carlos Moreira Bermudez, Cédric Richard:
A Fast Multiscale Spatial Regularization for Sparse Hyperspectral Unmixing. IEEE Geosci. Remote. Sens. Lett. 16(4): 598-602 (2019) - [j3]Ricardo Augusto Borsoi, Guilherme Holsbach Costa, José Carlos Moreira Bermudez:
A New Adaptive Video Super-Resolution Algorithm With Improved Robustness to Innovations. IEEE Trans. Image Process. 28(2): 673-686 (2019) - [c4]Ricardo Augusto Borsoi, Tales Imbiriba, José Carlos Moreira Bermudez:
Improved Hyperspectral Unmixing with Endmember Variability Parametrized Using an Interpolated Scaling Tensor. ICASSP 2019: 2177-2181 - [i13]Ricardo Augusto Borsoi, Tales Imbiriba, José Carlos Moreira Bermudez:
Improved Hyperspectral Unmixing With Endmember Variability Parametrized Using an Interpolated Scaling Tensor. CoRR abs/1901.00463 (2019) - [i12]Ricardo Augusto Borsoi, Tales Imbiriba, José Carlos Moreira Bermudez:
Deep Generative Endmember Modeling: An Application to Unsupervised Spectral Unmixing. CoRR abs/1902.05528 (2019) - [i11]Ricardo Augusto Borsoi, Tales Imbiriba, José Carlos Moreira Bermudez, Cédric Richard:
A Blind Multiscale Spatial Regularization Framework for Kernel-based Spectral Unmixing. CoRR abs/1908.06925 (2019) - [i10]Ricardo Augusto Borsoi:
Robust Online Video Super-Resolution Using an Efficient Alternating Projections Scheme. CoRR abs/1909.00073 (2019) - [i9]Ricardo Augusto Borsoi, Tales Imbiriba, José Carlos Moreira Bermudez, Cédric Richard:
Deep Generative Models for Library Augmentation in Multiple Endmember Spectral Mixture Analysis. CoRR abs/1909.09741 (2019) - 2018
- [j2]Ricardo Augusto Borsoi, Julio Cesar Ceballos Aya, Guilherme Holsbach Costa, José Carlos Moreira Bermudez:
Super-resolution reconstruction of electrical impedance tomography images. Comput. Electr. Eng. 69: 1-13 (2018) - [j1]Ricardo Augusto Borsoi, Guilherme Holsbach Costa:
On the Performance and Implementation of Parallax Free Video See-Through Displays. IEEE Trans. Vis. Comput. Graph. 24(6): 2011-2022 (2018) - [c3]Tales Imbiriba, Ricardo Augusto Borsoi, José Carlos Moreira Bermudez:
Generalized Linear Mixing Model Accounting for Endmember Variability. ICASSP 2018: 1862-1866 - [c2]Tales Imbiriba, Ricardo Augusto Borsoi, José Carlos Moreira Bermudez:
A Low-Rank Tensor Regularization Strategy for Hyperspectral Unmixing. SSP 2018: 373-377 - [i8]Tales Imbiriba, Ricardo Augusto Borsoi, José Carlos Moreira Bermudez:
A Low-rank Tensor Regularization Strategy for Hyperspectral Unmixing. CoRR abs/1803.06355 (2018) - [i7]Ricardo Augusto Borsoi, Tales Imbiriba, José Carlos Moreira Bermudez:
A Data Dependent Multiscale Model for Hyperspectral Unmixing With Spectral Variability. CoRR abs/1808.01047 (2018) - [i6]Ricardo Augusto Borsoi, Tales Imbiriba, José Carlos Moreira Bermudez:
Super-Resolution for Hyperspectral and Multispectral Image Fusion Accounting for Seasonal Spectral Variability. CoRR abs/1808.10072 (2018) - [i5]Tales Imbiriba, Ricardo Augusto Borsoi, José Carlos Moreira Bermudez:
Low-Rank Tensor Modeling for Hyperspectral Unmixing Accounting for Spectral Variability. CoRR abs/1811.02413 (2018) - 2017
- [c1]Ricardo Augusto Borsoi, Guilherme Holsbach Costa, José Carlos Moreira Bermudez:
A new adaptive video SRR algorithm with improved robustness to innovations. EUSIPCO 2017: 1505-1509 - [i4]R. A. Borsoi, Julio Cesar Ceballos Aya, Guilherme Holsbach Costa, José C. M. Bermudez:
Super-Resolution Reconstruction of Electrical Impedance Tomography Images. CoRR abs/1701.00031 (2017) - [i3]Ricardo Augusto Borsoi, Guilherme Holsbach Costa, José Carlos Moreira Bermudez:
A New Adaptive Video SRR Algorithm With Improved Robustness to Innovations. CoRR abs/1706.04695 (2017) - [i2]Tales Imbiriba, Ricardo Augusto Borsoi, José Carlos Moreira Bermudez:
Generalized linear mixing model accounting for endmember variability. CoRR abs/1710.07723 (2017) - [i1]Ricardo Augusto Borsoi, Tales Imbiriba, José Carlos Moreira Bermudez, Cédric Richard:
Tech Report: A Fast Multiscale Spatial Regularization for Sparse Hyperspectral Unmixing. CoRR abs/1712.01770 (2017)
Coauthor Index
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