Marco Martorella

2024

Explainability In Hyperspectral Image Classification: A Study of Xai Through the Shap Algorithm

Oveis, A. H., Giusti, E., Meucci, G., Ghio, S. & Martorella, M., 19 Feb 2024, 2023 13th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing, WHISPERS 2023. IEEE Computer Society Press, (Workshop on Hyperspectral Image and Signal Processing, Evolution in Remote Sensing).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Guest Editorial: Synthetic aperture in sonar and radar

Martorella, M., Heald, G., Lyons, A. & Antoniou, M., 6 Nov 2024, (E-pub ahead of print) In: IET Radar, Sonar & Navigation.

Research output: Contribution to journal › Editorial

Open Access

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Long baseline bistatic radar imaging of tumbling space objects for enhancing space domain awareness

Serrano, A., Kobsa, A., Uysal, F., Cerutti-Maori, D., Ghio, S., Kintz, A., Morrison, R. L., Welch, S., van Dorp, P., Hogan, G., Garrington, S., Bassa, C., Saunders, C., Martorella, M., Caro Cuenca, M. & Lowe, I., Apr 2024, In: IET Radar, Sonar and Navigation. 18, 4, p. 598-619 22 p.

Research output: Contribution to journal › Article › peer-review

Open Access

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Segmentation and Classification of Sub-THz ISAR Imagery

Coe, M., Jones, G., Gashinova, M., Cherniakov, M., Martorella, M., Alconcel, L. N. & Marchetti, E., 28 Aug 2024, 2024 International Radar Symposium (IRS). IEEE Computer Society Press, p. 233-238 6 p. (Proceedings International Radar Symposium).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Open Access

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17 Downloads (Pure)

Target Recognition by Means of 3D ISAR Images

Lupidi, A., Giusti, E., Tomei, S., Ghio, S. & Martorella, M., 13 Jun 2024, 2024 IEEE Radar Conference (RadarConf24). Institute of Electrical and Electronics Engineers (IEEE), 10548952. (Proceedings of the IEEE Radar Conference).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

2023

Application of Hybrid-Pol SAR in Oil-Spill Detection

Kumar, A., Mishra, V., Panigrahi, R. K. & Martorella, M., 16 Mar 2023, In: IEEE Geoscience and Remote Sensing Letters. 20, 5 p., 4004505.

Research output: Contribution to journal › Article › peer-review

Open Access

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Atmospheric effects reduction in GB-InSAR applications

Giusti, E., Gelli, S. & Martorella, M., 8 Feb 2023, 2021 CIE International Conference on Radar (Radar). Institute of Electrical and Electronics Engineers (IEEE), p. 198-201 4 p. 10027954. (IEEE International Conference on Radar).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Compressed Sensing: OMP2D Based Algorithm for Fully Polarimetric ISAR

Bonicoli, D., Giusti, E. & Martorella, M., 11 Jul 2023, 2023 24th International Radar Symposium (IRS). Institute of Electrical and Electronics Engineers (IEEE), 11 p. 10172451. (Proceedings International Radar Symposium).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Convolutional Neural Network for Joint Communication and Radar Signals Classification

Oveis, A. H., Capria, A., Saverino, A. L. & Martorella, M., 11 Jul 2023, 2023 24th International Radar Symposium, IRS 2023. IEEE Computer Society Press, (Proceedings International Radar Symposium; vol. 2023-May).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Credible Recognition of Radar Images: Interpretability Metric and Classification Score

Oveis, A. H., Giusti, E., Ghio, S., Meucci, G. & Martorella, M., 20 Oct 2023, IGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium. Institute of Electrical and Electronics Engineers (IEEE), p. 1084-1087 4 p. (IEEE International Geoscience and Remote Sensing Symposium proceedings).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Drone-based 3DInISAR: Experimental Results

Giusti, E., Ghio, S. & Martorella, M., 21 Jun 2023, RadarConf23 - 2023 IEEE Radar Conference, Proceedings. Institute of Electrical and Electronics Engineers (IEEE), (Proceedings of the IEEE Radar Conference; vol. 2023-May).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Extended Openmax approach for the classification of radar images with a rejection option

Oveis, A. H., Giusti, E., Ghio, S. & Martorella, M., Feb 2023, In: IEEE Transactions on Aerospace and Electronic Systems. 59, 1, p. 196-208 13 p.

Research output: Contribution to journal › Article › peer-review

1 Citation (Scopus)

Hybrid Polarimetry Inverse SAR

Kumar, A., Giusti, E. & Martorella, M., 28 Dec 2023, 2023 IEEE International Radar Conference (RADAR). Institute of Electrical and Electronics Engineers (IEEE), 6 p. 10371162. (Proceedings of the IEEE Radar Conference).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Hybrid-polarimetry Synthetic Aperture Radar for Oil-Spill Detection

Kumar, A., Mishra, V., Panigrahi, R. K. & Martorella, M., 12 May 2023, 2022 URSI Regional Conference on Radio Science (USRI-RCRS). Institute of Electrical and Electronics Engineers (IEEE), 4 p. 10118472. (URSI Regional Conference on Radio Science (URSI-RCRS)).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Incremental Learning in Synthetic Aperture Radar Images Using Openmax Algorithm

Oveis, A. H., Giusti, E., Ghio, S., Meucci, G. & Martorella, M., 21 Jun 2023, 2023 IEEE Radar Conference (RadarConf23). Institute of Electrical and Electronics Engineers (IEEE), 6 p. 10149627. (Proceedings of the IEEE Radar Conference).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Introduction to passive radar

Martorella, M. & Cristallini, D., May 2023, Passive Radars on Moving Platforms. Cristallini, D. & O'Hagan, D. W. (eds.). Institution of Engineering and Technology (IET), p. 1-26 26 p.

Research output: Chapter in Book/Report/Conference proceeding › Chapter

Large Baseline Bistatic Radar Imaging for Space Domain Awareness

Uysal, F., Dorp, P. V., Serrano, A., Kobsa, A., Ghio, S., Kintz, A., Bassa, C., Garrington, S., Cuenca, M. C., Otten, M., Hogan, G., Welch, S., Morrison, R. L., Harrison, P., Wrigley, N., Martorella, M. & Usoff, J., 28 Dec 2023, 2023 IEEE International Radar Conference (RADAR). Institute of Electrical and Electronics Engineers (IEEE), 6 p. 10371127. (Proceedings of the IEEE Radar Conference).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

LIME-Assisted Automatic Target Recognition with SAR Images: Toward Incremental Learning and Explainability

Oveis, A. H., Giusti, E., Ghio, S., Meucci, G. & Martorella, M., 25 Sept 2023, In: IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. 16, p. 9175-9192 18 p.

Research output: Contribution to journal › Article › peer-review

Open Access

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Optimized Nonlinear PRI Variation Strategy Using Knowledge-Guided Genetic Algorithm for Staggered SAR Imaging

Qi, X., Zhang, Y., Jiang, Y., Giusti, E. & Martorella, M., 27 Feb 2023, In: IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. 16, p. 2624-2643 20 p.

Research output: Contribution to journal › Article › peer-review

Open Access

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Point Cloud Transformer (PCT) for 3D-InISAR Automatic Target Recognition

Meucci, G., Mancuso, F., Giusti, E., Kumar, A., Ghio, S. & Martorella, M., 21 Jun 2023, 2023 IEEE Radar Conference (RadarConf23). Institute of Electrical and Electronics Engineers (IEEE), 6 p. 10149787. (Proceedings of the IEEE Radar Conference).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Robust Interferometric ISAR Imaging With UAMP-Based Joint Sparse Signal Recovery

Kang, H., Li, J., Guo, Q., Martorella, M., Giusti, E. & Cai, J., Aug 2023, In: IEEE Transactions on Aerospace and Electronic Systems. 59, 4, p. 3890-3906 7 p.

Research output: Contribution to journal › Article › peer-review

SDR-based passive radar technology

Capria, A., Saverino, A. L., Giusti, E. & Martorella, M., May 2023, Passive Radars on Moving Platforms. Cristallini, D. & O'Hagan, D. W. (eds.). Institution of Engineering and Technology (IET), p. 265-289 25 p.

Research output: Chapter in Book/Report/Conference proceeding › Chapter

Three-Dimensional Polarimetric InISAR Imaging of Non-Cooperative Targets

Kumar, A., Giusti, E., Mancuso, F., Ghio, S., Lupidi, A. & Martorella, M., 24 Feb 2023, In: IEEE Transactions on Computational Imaging. 9, p. 210-223 14 p.

Research output: Contribution to journal › Article › peer-review

Open Access

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2022

3D ISAR Imaging: ATR Based on the Alignment Between 3D ISAR Reconstruction and CAD Model

Cai, J., Martorella, M., Liu, A., Giusti, E., Huang, Z. & Huang, L., 4 Oct 2022, 2022 23rd International Radar Symposium (IRS). IEEE, p. 174-177 4 p. (Proceedings of the International Radar Symposium).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

3D Radar Imaging for Non-Cooperative Target Recognition

Martorella, M., Giusti, E., Ghio, S., Samczynski, P., Drozdowicz, J., Baczyk, M. K., Wielgo, M., Stasiak, K., Julczyk, J., Ciesielski, M., Soszka, M., Mularzuk, R., Pizziol, G., Stagliano, D. & Lischi, S., 4 Oct 2022, 2022 23rd International Radar Symposium (IRS). IEEE Computer Society Press, p. 300-305 6 p. (Proceedings International Radar Symposium).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

A parametric-model-based approach for atmospheric phase screen removal in ground-based interferometric SAR

Giusti, E., Gelli, S. & Martorella, M., 13 Jan 2022, In: IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. 15, p. 889-900 12 p.

Research output: Contribution to journal › Article › peer-review

Open Access

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A survey on the applications of convolutional neural networks for synthetic aperture radar: recent advances

Oveis, A. H., Giusti, E., Ghio, S. & Martorella, M., May 2022, In: IEEE Aerospace and Electronic Systems Magazine. 37, 5, p. 18-42 25 p.

Research output: Contribution to journal › Article › peer-review

12 Citations (Scopus)

Comparative assessment of polarimetric features estimation in fully polarimetric 3D-ISAR imaging system

Mancuso, F., Giusti, E., Kumar, A., Ghio, S. & Martorella, M., 2022, International Conference on Radar Systems (RADAR 2022). Institution of Engineering and Technology (IET), p. 353-358 6 p.

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Fully polarimetric multi-aspect 3D InISAR

Giusti, E., Kumar, A., Mancuso, F., Ghio, S. & Martorella, M., 4 Oct 2022, 2022 23rd International Radar Symposium (IRS). IEEE Computer Society Press, p. 184-189 6 p. (Proceedings International Radar Symposium).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Low-cost database-free automatic target classification using 3D-ISAR

Ghio, S., Giusti, E. & Martorella, M., 4 Oct 2022, 2022 23rd International Radar Symposium (IRS). IEEE, p. 178-183 6 p. (Proceedings of the International Radar Symposium).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

LW-CMDANet: a novel attention network for SAR automatic target recognition

Lang, P., Fu, X., Feng, C., Dong, J., Qin, R. & Martorella, M., 22 Aug 2022, In: IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. 15, p. 6615-6630 16 p.

Research output: Contribution to journal › Article › peer-review

Open Access

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3 Citations (Scopus)

63 Downloads (Pure)

Moving and stationary targets separation in SAR signal domain using parallel convolutional autoencoders with RPCA loss

Oveis, A. H., Giusti, E., Ghio, S. & Martorella, M., 3 May 2022, 2022 IEEE Radar Conference (RadarConf22). Institute of Electrical and Electronics Engineers (IEEE), 6 p. (Proceedings of the IEEE Radar Conference).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Multilook polarimetric 3-D interferometric ISAR imaging

Park, J., Raj, R. G., Martorella, M. & Giusti, E., Dec 2022, In: IEEE Transactions on Aerospace and Electronic Systems. 58, 6, p. 5937-5943 7 p.

Research output: Contribution to journal › Letter › peer-review

Open set recognition in SAR images using the Openmax approach: challenges and extension to boost the accuracy and robustness

Oveis, A. H., Giusti, E., Ghio, S. & Martorella, M., 10 Nov 2022, EUSAR 2022; 14th European Conference on Synthetic Aperture Radar. VDE Verlag GmbH, p. 30-33 4 p. (Electronic proceedings (EUSAR)).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Open set recognition in synthetic aperture radar using the Openmax classifier

Giusti, E., Ghio, S., Oveis, A. H. & Martorella, M., 3 May 2022, 2022 IEEE Radar Conference (RadarConf22). Institute of Electrical and Electronics Engineers (IEEE), 6 p. 9763898. (Proceedings of the IEEE Radar Conference).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

2 Citations (Scopus)

Polarimetric Interferometric ISAR Based 3-D Imaging of Non-Cooperative Target

Kumar, A., Giusti, E., Mancuso, F. & Martorella, M., 28 Sept 2022, IGARSS 2022 - 2022 IEEE International Geoscience and Remote Sensing Symposium. Institute of Electrical and Electronics Engineers (IEEE), p. 385-388 4 p. (IEEE International Geoscience and Remote Sensing Symposium proceedings).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

2 Citations (Scopus)

Polarimetric inverse synthetic aperture radar

Lupidi, A., Giusti, E. & Martorella, M., Dec 2022, Polarimetric Radar Signal Processing. Lupidi, A., Giusti, E. & Martorella, M. (eds.). Institution of Engineering and Technology (IET), p. 177-217 41 p.

Research output: Chapter in Book/Report/Conference proceeding › Chapter

Polarimetric three-dimensional ISAR imaging

Mancuso, F., Giusti, E. & Martorella, M., 3 May 2022, 2022 IEEE Radar Conference (RadarConf22). Institute of Electrical and Electronics Engineers (IEEE), 6 p. 9763910. (Proceedings of the IEEE Radar Conference).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

1 Citation (Scopus)

Proportional similarity-based Openmax classifier for open set recognition in SAR images

Giusti, E., Ghio, S., Oveis, A. H. & Martorella, M., 19 Sept 2022, In: Remote Sensing. 14, 18, 26 p., 4665.

Research output: Contribution to journal › Article › peer-review

Open Access

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Radar target recognition based on open set YOLO

Meucci, G., Ghio, S., Giusti, E. & Martorella, M., 2022, International Conference on Radar Systems (RADAR 2022). Institution of Engineering and Technology (IET), p. 377-382 6 p.

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Simulation and Analysis of 3-D Polarimetric Interferometric ISAR Imaging

Park, J., Raj, R. G., Martorella, M. & Giusti, E., 28 Sept 2022, IGARSS 2022 - 2022 IEEE International Geoscience and Remote Sensing Symposium. Institute of Electrical and Electronics Engineers (IEEE), p. 2023-2026 4 p. (IEEE International Geoscience and Remote Sensing Symposium proceedings).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Wideband DVB-S/DVB-S2 Passive Bistatic Radar for Resident Space Object detection

Capria, A., Saverino, A. L. & Martorella, M., 4 Oct 2022, 2022 23rd International Radar Symposium (IRS). IEEE, p. 344-349 6 p. (Proceedings of the International Radar Symposium).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

2021

CNN for Radial Velocity and Range Components Estimation of Ground Moving Targets in SAR

Oveis, A. H., Giusti, E., Ghio, S. & Martorella, M., 18 Jun 2021, 21 IEEE Radar Conference (RadarConf21). Institute of Electrical and Electronics Engineers (IEEE), 6 p. 9455155. (The proceedings of the IEEE National Radar Conference).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

8 Citations (Scopus)

Cognitive radar for ground moving target imaging

Gelli, S., Giusti, E. & Martorella, M., 2021, New Methodologies for Understanding Radar Data. Mishra, A. K. & Brüggenwirth, S. (eds.). Institution of Engineering and Technology (IET), p. 339-388 50 p.

Research output: Chapter in Book/Report/Conference proceeding › Chapter

Drone-based 3D interferometric ISAR Imaging

Giusti, E., Ghio, S. & Martorella, M., 18 Jun 2021, 2021 IEEE Radar Conference (RadarConf21). Institute of Electrical and Electronics Engineers (IEEE), 6 p. 9455271. (The proceedings of the IEEE National Radar Conference).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

3 Citations (Scopus)

Efficient nonparametric ISAR autofocus algorithm based on contrast maximization and Newton's method

Cai, J., Martorella, M., Chang, S., Liu, Q., Ding, Z. & Long, T., 15 Feb 2021, In: IEEE Sensors Journal. 21, 4, p. 4474-4487 14 p., 9218965.

Research output: Contribution to journal › Article › peer-review

12 Citations (Scopus)

Enhanced Azimuth Resolution in Synthetic Aperture Radar Using the MUSIC Algorithm

Oveis, A. H., Martorella, M., Sebt, M. A. & Noroozi, A., 3 Feb 2021, 2020 17th European Radar Conference (EuRAD). Institute of Electrical and Electronics Engineers (IEEE), p. 140-143 4 p. 9337418. (European Radar Conference (EURAD)).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

1 Citation (Scopus)

Experimental comparison of radon domain approaches for resident space object’s parameter estimation

Ghio, S., Martorella, M., Staglianò, D., Petri, D., Lischi, S. & Massini, R., 11 Feb 2021, In: Sensors (Switzerland). 21, 4, 13 p., 1298.

Research output: Contribution to journal › Article › peer-review

Open Access

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1 Citation (Scopus)

55 Downloads (Pure)

Ground moving target imaging via SDAP-ISAR processing: review and new trends

Martorella, M., Gelli, S. & Bacci, A., 30 Mar 2021, In: Sensors. 21, 7, 40 p., 2391.

Research output: Contribution to journal › Review article › peer-review

Open Access

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4 Citations (Scopus)

65 Downloads (Pure)

Results on super-resolution and target identification techniques from the SPERI project

Brüggenwirth, S., Wagner, S., Bieker, T., Battisti, N., Rispoli, V., Greco, M., Pinelli, G., Cataldo, D. & Martorella, M., 1 Mar 2021, In: IEEE Aerospace and Electronic Systems Magazine. 36, 3, p. 24-35 12 p.

Research output: Contribution to journal › Article › peer-review

Marco Martorella

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