Publications
, “HapkeCNN: Blind Nonlinear Unmixing for Intimate Mixtures Using Hapke Model and Convolutional Neural Network”, IEEE Transactions on Geoscience and Remote Sensing, vol. 60, pp. 1-15, 2022. hapkecnnrg.pdf (8.23 MB)
 hapkecnnrg.pdf (8.23 MB)
 hapkecnnrg.pdf (8.23 MB)
 hapkecnnrg.pdf (8.23 MB), “MiSiCNet: Minimum Simplex Convolutional Network for Deep Hyperspectral Unmixing”, IEEE Transactions on Geoscience and Remote Sensing, vol. 60, pp. 1-15, 2022. misicnet_ieee_tgrs_author_version.pdf (5.52 MB)
 misicnet_ieee_tgrs_author_version.pdf (5.52 MB)
 misicnet_ieee_tgrs_author_version.pdf (5.52 MB)
 misicnet_ieee_tgrs_author_version.pdf (5.52 MB), “Acritical Comparison of Linear and Nonlinear Unmixing for Intimate Mixtures”, in 2023 13th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing (WHISPERS), 2023, pp. 1-5. critical_comparison.pdf (1002.06 KB)
 critical_comparison.pdf (1002.06 KB)
 critical_comparison.pdf (1002.06 KB)
 critical_comparison.pdf (1002.06 KB), “Unmixing Intimate Mixtures Using Bézier Surfaces”, in 2023 13th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing (WHISPERS), 2023, pp. 1-5. bezier.pdf (605.24 KB)
 bezier.pdf (605.24 KB)
 bezier.pdf (605.24 KB)
 bezier.pdf (605.24 KB), “Nonlinear Spectral Unmixing Using Bézier Surfaces”, IEEE Transactions on Geoscience and Remote Sensing, vol. 62, pp. 1-16, 2024. Download paper (9.66 MB)
 Download paper (9.66 MB)
 Download paper (9.66 MB)
 Download paper (9.66 MB), “A Supervised Approach for Estimating Fractional Abundances of Binary Intimate Mixtures”, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, pp. 1-11, 2024. Download paper (4.49 MB)
 Download paper (4.49 MB)
 Download paper (4.49 MB)
 Download paper (4.49 MB), “A Spectral-Spatial Attention Network for Hyperspectral Unmixing”, IEEE Transactions on Geoscience and Remote Sensing, vol. 63, pp. 1-15, 2025. assun.pdf (2.01 MB)
 assun.pdf (2.01 MB)
 assun.pdf (2.01 MB)
 assun.pdf (2.01 MB)

 ]
]