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Journal Papers (25):
1. S. Bernabe, A. Plaza, P. R. Marpu and J. A. Benediktsson. “A New Parallel Tool for Classification of Remotely Sensed Imagery”. Computers & Geosciences, vol. 46, pp. 208-218, September 2012. [JCR (2012) = 1.834]. [Rank: Computer Science, Interdisciplinary Applications (27/100); Cuartile: Q2].
2. S. Bernabe, S. Lopez, A. Plaza and R. Sarmiento. “GPU Implementation of an Automatic Target Detection and Classification Algorithm for Hyperspectral Image Analysis”. IEEE Geoscience and Remote Sensing Letters, vol. 10, no. 2, pp. 221-225, March 2013. [JCR (2013) = 1.809]. [Rank: Engineering, Electrical & Electronic (75/248); Cuartile: Q2].
3. A Remon, S. Sanchez, S Bernabe, E. S. Quintana and A. Plaza. “Performance versus Energy Consumption of Hyperspectral Unmixing Algorithms on Multi-Core Platforms”. EURASIP Journal on Advances in Signal Processing, vol. 68, April 2013. [JCR (2013) = 0.808]. [Rank: Engineering, Electrical & Electronic (164/248); Cuartile: Q3].
4. P. Cappelaere, S. Sanchez, S. Bernabe, A. Scuri, D. Mandl and A. Plaza. “Cloud Implementation of a Full Hyperspectral Unmixing Chain within the NASA Web Coverage Processing Service for E0-1”. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 6, no. 2, Part. 1, pp. 408-418, April 2013. [JCR (2013) = 2.827]. [Rank: Engineering, Electrical & Electronic (33/248); Cuartile: Q1].
5. S. Bernabe, S. Sanchez, A. Plaza, S. Lopez, J. A. Benediktsson and R. Sarmiento. “Hyperspectral Unmixing on GPUs and Multi-Core Processors: A Comparison”. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 6, no. 3, pp. 1386-1398, June 2013. [JCR (2013) = 2.827]. [Rank: Engineering, Electrical & Electronic (33/248); Cuartile: Q1].
6. A. Ferran, S. Bernabe, P. G. Rodriguez and A. Plaza. “A Web-Based Remote Server System for Classification of Satellite Imagery”. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 6, no. 4, pp. 1934-1948, August 2013. [JCR (2013) = 2.827]. [Rank: Engineering, Electrical & Electronic (33/248); Cuartile: Q1].
7. S. Bernabe, P. R. Marpu, A. Plaza, M. Dalla Mura and J. A. Benediktsson. “Spectral-Spatial Classification of Multispectral Images Using Kernel Feature Space Representation”. IEEE Geoscience and Remote Sensing Letters, vol. 11, no. 1, pp. 288-292, January 2014. [JCR (2014) = 2.095]. [Rank: Engineering, Electrical & Electronic (57/249); Cuartile: Q1].
8. J. Sevilla, S. Bernabe and A. Plaza. “Unmixing-Based Content Retrieval System for Remotely Sensed Hyperspectral Imagery on GPUs”. Journal of Supercomputing, vol. 70, no. 2, pp. 588-599, November 2014. [JCR (2014) = 0.858]. [Rank: Computer Science, Hardware & Architecture (25/50); Cuartile: Q2].
9. S. Bernabe, G. Martin, J.M.P. Nascimento, J.M. Bioucas-Dias, A. Plaza and V. Silva. “Parallel Hyperspectral Coded Aperture for Compressive Sensing on GPUs”. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 9, no. 2, pp. 932-944, February 2016. [JCR (2016) = 2.913]. [Rank: Engineering, Electrical & Electronic (66/260); Cuartile: Q2].
10. C. Gonzalez, S. Bernabe, D. Mozos and A. Plaza. “FPGA Implementation of an Automatically Detecting Targets in Remotely Sensed Hyperspectral Images”. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 9, no. 9, pp. 4334-4343, September 2016. [JCR (2016) = 2.913]. [Rank: Engineering, Electrical & Electronic (66/260); Cuartile: Q2].
11. L.I. Jimenez, G. Martin, S. Sanchez, C. Garcia, S. Bernabe, J. Plaza and A. Plaza. “GPU Implementation of Spatial-Spectral Preprocessing for Hyperspectral Unmixing”. IEEE Geoscience and Remote Sensing Letters, vol. 13, no. 11, pp. 1671-1675, November 2016. [JCR (2016) = 2.761]. [Rank: Engineering, Electrical & Electronic (71/260); Cuartile: Q2].
12. S. Bernabe, G. Botella, J.M.R. Navarro, C. Orueta, F.D. Igual, M. Prieto-Matias and A. Plaza. “Performance-Power Evaluation of an OpenCL Implementation of the Simplex Growing Algorithm for Hyperspectral Unmixing”. IEEE Geoscience and Remote Sensing Letters, vol. 14, no. 3, pp. 304-308, March 2017. [JCR (2017) = 2.892]. [Rank: Engineering, Electrical & Electronic (71/260); Cuartile: Q2].
13. S. Bernabe, G. Botella, G. Martin, M. Prieto-Matias and A. Plaza. “Parallel Implementation of a Full Hyperspectral Unmixing Chain Using OpenCL”. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 10, no. 6, pp. 2452-2461, June 2017. [JCR (2017) = 2.777]. [Rank: Engineering, Electrical & Electronic (66/260); Cuartile: Q2].
14. S. Bernabe, L.I. Jimenez, C. Garcia, J. Plaza and A. Plaza. “Multi-Core Real-Time Implementation of a Full Hyperspectral Unmixing Chain”. IEEE Geoscience and Remote Sensing Letters, vol. 15, no. 5, pp. 744-748, May 2018. [IF (2018) = 3.534]. [Rank: Engineering, Electrical & Electronic (67/265); Cuartile: Q2].
15. J.M. Haut, S. Bernabe, M.E. Paoletti, R. Fernandez-Beltran, A. Plaza and J. Plaza. “Low-High Power Consumption Architectures for Deep Learning Models Applied to Hyperspectral Image Classification”. IEEE Geoscience and Remote Sensing Letters, vol. 16, no.5, pp. 776-780, May 2019. [IF (2019) = 3.833]. [Rank: Engineering, Electrical & Electronic (58/266); Cuartile: Q1].
16. C. Kwan, B. Ayhan, J. Larkin, L. Kwan, S. Bernabe and A. Plaza. “Performance of Change Detection Algorithms Using Heterogeneous Images and Extended Multi-attribute Profiles (EMAPs)”. Remote Sensing, vol. 11, no. 20, 2377, October 2019. [IF (2019) = 4.509]. [Rank: Remote Sensing (9/30); Cuartile: Q2].
17. S. Bernabe, C. Garcia, F.D. Igual, G. Botella, M. Prieto-Matias and A. Plaza. “Portability Study of an OpenCL Algorithm for Automatic Target Detection in Hyperspectral Images”. IEEE Transactions on Geoscience and Remote Sensing, vol. 57, no.11, pp. 9499-9511, Nov 2019. [IF (2019) = 5.855]. [Rank: Engineering, Electrical & Electronic (27/266); Cuartile: Q1].
18. M. Dao, C. Kwan, S. Bernabe, A. Plaza and K. Koperski. “A Joint Sparsity Approach to Soil Detection Using Expanded Bands of WV-2 Images”. IEEE Geoscience and Remote Sensing Letters, vol. 16, no.2, pp. 1869-1873, Dec 2019. [IF (2019) = 3.833]. [Rank: Engineering, Electrical & Electronic (58/266); Cuartile: Q1].
19. C. Kwan, D. Gribben, B. Ayhan, S. Bernabe, A. Plaza and M. Selva. “Improving Land Cover Classification Using Extended Multi-attribute Profiles (EMAP), Enhanced Color, Near Infrared, and LiDAR Data”. Remote Sensing, vol. 12, no. 9, 1392, April 2020. [IF (2020) = 4.848]. [Rank: Remote Sensing (10/32); Cuartile: Q2].
20. C. Kwan, B. Ayhan, B. Budavari, Y. Lu, D. Perez, J. Li, S. Bernabe and A. Plaza. “Deep Learning for Land Cover Classification Using Only a Few Bands”. Remote Sensing, vol. 12, no. 12, 2000, June 2020. [IF (2020) = 4.848]. [Rank: Remote Sensing (10/32); Cuartile: Q2].
21. C. Kwan, D. Gribben, B. Ayhan, J. Li, S. Bernabe and A. Plaza. “An Accurate Vegetation and Non-Vegetation Differentiation Approach Based on Land Cover Classification”. Remote Sensing, vol. 12, no. 23, 3880, November 2020. [IF (2020) = 4.848]. [Rank: Remote Sensing (10/32); Cuartile: Q2].
22. S. Bernabe, C. Gonzalez, A. Fernandez and U. Bhangale. “Portability and Acceleration of Deep Learning Inferences to Detect Rapid Earthquake Damage from VHR Remote Sensing Images using Intel OpenVINO Toolkit”. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol.14, pp. 6906-6915, April 2021. [IF (2021) = 4.715]. [Rank: Engineering, Electrical & Electronic (72/276); Cuartile: Q2].
23. R. Macias, S. Bernabe, D. Bascones and C. Gonzalez. “FPGA Implementation of a Hardware Optimized Automatic Target Detection and Classification Algorithm for Hyperspectral Image Analysis”. IEEE Geoscience and Remote Sensing Letters, vol. 19, July 2022. [IF (2022) = 4.8]. [Rank: Engineering, Electrical & Electronic (74/275); Cuartile: Q2].
24. S. Bernabe, G. Garcia, V.M.S. Carrasco and J.M. Vaquero. “SunMap: A Solar Image Processing Software for Obtaining Synoptic Maps”. Solar Physics, vol. 297, August 2022. [IF (2022) = 2.8]. [Rank: Astronomy & Astrophysics (31/69); Cuartile: Q2].
25. R. Macias, S. Bernabé and C. González. “High-level synthesis acceleration for an FPGA implementation of an optimized automatic target detection and classification algorithm for hyperspectral image analysis with Intel oneAPI”. Journal of Computational Science, vol. 92, October 2025. [IF (2024) = 3,7]. [Rank: Computer Science, Theory & Methods (34/147); Cuartile: Q1].
Peer-Reviewed International Conference Papers (24):
1. S. Bernabe and A. Plaza. “A new system to perfom unsupervised and supervised classification of Satellite images from Google Maps”. Proceedings of the SPIE Optics and Photonics, Satellite Data Compression, Communication, and Processing Conference. San Diego (California), August, 2010.
2. S. Bernabe and A. Plaza. “A new tool for information extraction and mining from satellite imagery available from Google Maps engine”. Proceedings of the 3rd International Symposium on Recent Advances in Quantitative Remote Sensing (RAQRS´10). Valencia (Spain), September, 2010.
3. S. Bernabe, S. Lopez, A. Plaza, R. Sarmiento and P. G. Rodriguez. "FPGA Design of an Automatic Target Generation Process for Hyperspectral Image Analysis". IEEE International Conference on Parallel and Distributed Systems, Tainan (Taiwan), December, 2011.
4. S. Bernabe and A. Plaza. "Commodity Cluster-Based Parallel Implementation of an Automatic Target Generation Process for Hyperspectral Image Analysis". IEEE International Conference on Parallel and Distributed Systems, Tainan (Taiwan), December, 2011.
5. S. Bernabe, A. Plaza, S. Lopez and R. Sarmiento. "Parallel Implementation of a Hyperspectral Unmixing Chain: Graphics Processing Units versus Multi-Core Processors". IEEE Geoscience and Remote Sensing Symposium (IGARSS'12), Munich (Germany), July, 2012.
6. J. Sevilla, S. Bernabe, A. Plaza and P. G. Rodriguez. "A New Digital Repository for Remotely Sensed Hyperspectral Imagery with Unmixing-Based Retrieval Functionality". Proceedings of SPIE Optics and Photonics, Satellite Data Compression, Communication, and Processing Conference. San Diego, CA, August, 2012.
7. A. Ferran, S. Bernabe, P. G. Rodriguez and A. Plaza. "A New Web-Based System for Unsupervised Classification of Satellite Images from the Google Maps Engine". Proceedings of SPIE Optics and Photonics, Satellite Data Compression, Communication, and Processing Conference. San Diego, CA, August, 2012.
8. S. Bernabe, P. R. Marpu, A. Plaza and J. A. Benediktsson. "Spectral Unmixing of Multispectral Satellite Images with Dimensionality Expansion Using Morphological Profiles". Proceedings of SPIE Optics and Photonics, Satellite Data Compression, Communication, and Processing Conference. San Diego, CA, August, 2012.
9. J. Sevilla, S. Bernabe and A. Plaza. "Unmixing-Based Retrieval System for Remotely Sensed Hyperspectral Imagery on GPUs". Proceedings of the International Conference on Computational and Mathematical Methods in Science and Engineering (CMMSE'13), Almería, Spain, 2013.
10. P. Achanccaray, V. Ayma, L. Jimenez, S. Bernabe, P. Happ, R. Feitosa and A. Plaza. "A Free Software Tool for Automatic Tuning of Segmentation Parameters". South-Eastern European Journal of Earth Observation and Geomatics, Spetial Thematic Issue: GEOBIA 2014 - Advancements, trends and challenges, 5th Geographic Object-Based Image Analysis Conference, 3 (2S), 707-711, Thessaloniki, Greece, May 21-24, 2014.
11. P. Achanccaray, V. Ayma, L. Jimenez, S. Bernabe, P. Happ, R. Feitosa and A. Plaza. "SPT 3.0: A Free Software for Automatic Segmentation Parameters Tuning". XVII Simpósio Brasileiro de Sensoriamento Remoto, João Pessoa-PB, Brazil, April 25-29, 2015.
12. P. Achanccaray, V. Ayma, L. Jimenez, S. Bernabe, P. Happ, R. Feitosa and A. Plaza. "SPT 3.1: A Free Software Tool for Automatic Tuning of Segmentation Parameters in Optical, Hyperspectral and SAR Images". IEEE Geoscience and Remote Sensing Symposium (IGARSS'15), Milan, Italy, 2015.
13. S. Bernabe, G. Martin, J.M.P. Nascimento, J.M. Bioucas-Dias, A. Plaza and V. Silva. "GPU Implementation of a Hyperspectral Coded Aperture Algorithm for Compressive Sensing". IEEE Geoscience and Remote Sensing Symposium (IGARSS'15), Milan, Italy, 2015.
14. S. Bernabe, G. Martin, J.M.P. Nascimento, J.M. Bioucas-Dias, A. Plaza and V. Silva. "GPU Implementation of a Constrained Hyperspectral Coded Aperture Algorithm for Compressive Sensing". IEEE GRSS Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS'15), Tokyo, Japan, 2015.
15. S. Bernabe, G. Martin, J.M.P. Nascimento, J.M. Bioucas-Dias, A. Plaza, G. Botella and M. Prieto-Matias. "A Fast Parallel Hyperspectral Coded Aperture Algorithm for Compressive Sensing Using OpenCL". 16th International Conference on Computer as a Tool (EuroCon'15), Salamanca, Spain, 2015.
16. S. Bernabe, F. D. Igual, G. Botella, C. Garcia, M. Prieto-Matias and A. Plaza. "Performance Portability Study of an Automatic Target Detection and Classification Algorithm for Hyperspectral Image Analysis using OpenCL". Proceedings of the SPIE Conference on High-Performance Computing in Remote Sensing, Toulouse, France, 2015.
17. S. Bernabe, F. D. Igual, G. Botella, M. Prieto-Matias and A. Plaza. "Parallel Implementation of the Multiple Endmember Spectral Mixture Analysis Algorithm for Hyperspectral Unmixing". Proceedings of the SPIE Conference on High-Performance Computing in Remote Sensing, Toulouse, France, 2015.
18. S. Bernabe, G. Martin and J.M.P. Nascimento. "Parallel Hyperspectral Compressive Sensing Method on GPU". Proceedings of the SPIE Conference on High-Performance Computing in Remote Sensing, Toulouse, France, 2015.
19. S. Bernabe, G. Martin, G. Botella, M. Prieto-Matias and A. Plaza. "Parallel Implementation of a Hyperspectral Data Geometry-Based Estimation of Number of Endmembers Algorithm". Proceedings of the SPIE Conference on Real-Time Image and Video Processing, Brussels, Belgium, 2016.
20. L.I. Jimenez, S. Bernabe, C. Garcia, J. Plaza, G. Martin, S. Sanchez and A. Plaza. "Multi-Core Implementation of Spatial-Spectral Preprocessing for Hyperspectral Unmixing". Proceedings of the International Conference on Computational and Mathematical Methods in Science and Engineering (CMMSE'16), Rota, Spain, 2016.
21. S. Bernabe, G. Botella, J.M.R. Navarro, C. Orueta, M. Prieto-Matias and A. Plaza. "Parallel Implementation of the Simplex Growing Algorithm for Hyperspectral Unmixing using OpenCL". IEEE Geoscience and Remote Sensing Symposium (IGARSS'16), Beijing, China, 2016.
22. S. Bernabe, G. Botella, C. Orueta, J.M.R. Navarro, M. Prieto-Matias and A. Plaza. "OpenCL-Library-Based Implementation of SCLSU Algorithm for Remotely Sensed Hyperspectral Exploitation: clMAGMA versus viennaCL". Proceedings of the SPIE Conference on High-Performance Computing in Remote Sensing, Edinburgh, United Kingdom, 2016.
23. S. Bernabe, C. Garcia, R. Fernandez-Beltran, M.E. Paoletti, J.M. Haut, J. Plaza and A. Plaza. "Open Multi-Processing Acceleration for Unsupervised Land Cover Categorization Using Probabilistic Latent Semantic Analysis". IEEE Geoscience and Remote Sensing Symposium (IGARSS'19), Yokohama, Japan, 2019.
24. R. Macias, S. Bernabé and C. González. "Accelerating the ATDCA Algorithm for Endmember Extraction from Hyperspectral Imagery with Intel oneAPI for FPGAs". 33rd International Conference on Field-Programmable Logic and Applications (FPL'23), Gothenburg, Sweden, 2023.
Peer-Reviewed National Conference Papers (1):
1. S. Bernabe and A. Plaza. “A new tool for Classification on Satellite Images Available from Google Maps: Efficient Implementation in Graphics Processing Units”. XXII Jornadas de Paralelismo, La Laguna (Spain), Septiembre 2011.