Medical Imaging @ IPLab

2023

@article{rondinella2023boosting,
pdf = "publications/Boosting multiple sclerosis lesion segmentation through attention mechanism.pdf",
title={Boosting multiple sclerosis lesion segmentation through attention mechanism},
author={A. Rondinella and E. Crispino and F. Guarnera and O. Giudice and A. Ortis and G. Russo and C. Di Lorenzo and D. Maimone and F. Pappalardo and S. Battiato},
journal={Computers in Biology and Medicine},
pages={107021},
year={2023},
publisher={Elsevier}
}

2022

@inproceedings{napoli2022mixup,
pdf = "publications/mixup.pdf",
title={Mixup Data Augmentation for COVID-19 Infection Percentage Estimation},
author={M. A. Napoli Spatafora and A. Ortis and S. Battiato},
booktitle={Image Analysis and Processing. ICIAP 2022 Workshops: ICIAP International Workshops, Lecce, Italy, May 23--27, 2022, Revised Selected Papers, Part II},
pages={508--519},
year={2022},
organization={Springer}
}
@inproceedings{trenta2022explainable,
title={An Explainable Medical Imaging Framework for Modality Classifications Trained Using Small Datasets},
author={F. Trenta and S. Battiato and D. Rav{`\i},},
booktitle={Image Analysis and Processing--ICIAP 2022: 21st International Conference, Lecce, Italy, May 23--27, 2022, Proceedings, Part I},
pages={358--367},
year={2022},
organization={Springer}
}

2021

@inproceedings{rundo2021advanced,
pdf = "publications/Advanced_Deep_Network_with_Attention_and_Genetic-Driven_Reinforcement_Learning_Layer_for_an_Efficient_Cancer_Treatment_Outcome_Prediction.pdf",
title={Advanced Deep Network with Attention and Genetic-Driven Reinforcement Learning Layer for an Efficient Cancer Treatment Outcome Prediction},
author={F. Rundo and G. L. Banna and F. Trenta and S. Battiato},
booktitle={2021 IEEE International Conference on Image Processing (ICIP)},
pages={294--298},
year={2021},
organization={IEEE}
}
@inproceedings{rundo2021advanced,
pdf = "publications/Advanced_Densely_Connected_System_with_Embedded_Spatio-Temporal_Features_Augmentation_for_Immunotherapy_Assessment.pdf",
title={Advanced Densely Connected System with Embedded Spatio-Temporal Features Augmentation for Immunotherapy Assessment},
author={F. Rundo and G. L. Banna and F. Trenta and S. Battiato},
booktitle={2021 International Joint Conference on Neural Networks (IJCNN)},
pages={1--7},
year={2021},
organization={IEEE}
}
@inproceedings{pino2021interpretable,
pdf = "publications/Interpretable_Deep_Model_For_Predicting_Gene-Addicted_Non-Small-Cell_Lung_Cancer_In_Ct_Scans.pdf",
title={Interpretable deep model for predicting gene-addicted non-small-cell lung cancer in ct scans},
author={C. Pino and S. Palazzo and F. Trenta and F. Cordero and U. Bagci and F. Rundo and S. Battiato and D. Giordano and M. Aldinucci and C. Spampinato},
booktitle={2021 IEEE 18th International Symposium on Biomedical Imaging (ISBI)},
pages={891--894},
year={2021},
organization={IEEE}
}
@inproceedings{rundo2021advanced,
pdf = "publications/Advanced_3D_Deep_Non-Local_Embedded_System_for_Self-Augmented_X-Ray-based_COVID-19_Assessment.pdf",
title={Advanced 3d deep non-local embedded system for self-augmented x-ray-based covid-19 assessment},
author={F. Rundo and A. Genovese and R. Leotta and F. Scotti and V. Piuri and S. Battiato},
booktitle={Proceedings of the IEEE/CVF International Conference on Computer Vision},
pages={423--432},
year={2021}
}
@inproceedings{rundo2021advanced,
title={Advanced non-linear generative model with a deep classifier for immunotherapy outcome prediction: A bladder cancer case study},
author={F. Rundo and G. L. Banna and F. Trenta and C. Spampinato and L. Bidaut and X. Ye and S. Kollias and S. Battiato},
booktitle={Pattern Recognition. ICPR International Workshops and Challenges: Virtual Event, January 10--15, 2021, Proceedings, Part I},
pages={227--242},
year={2021},
organization={Springer}
}

2020

@article{rundo20203d,
pdf = "publications/jimaging-06-00133.pdf",
title={3d non-local neural network: A non-invasive biomarker for immunotherapy treatment outcome prediction. case-study: Metastatic urothelial carcinoma},
author={F. Rundo and G. L. Banna and L. Prezzavento and F. Trenta and S. Conoci and S. Battiato},
journal={Journal of Imaging},
volume={6},
number={12},
pages={133},
year={2020},
publisher={MDPI}
}
@inproceedings{pappalardo2020detection,
pdf = "publications/2020_memea.pdf",
author={G. Pappalardo and G.M. Farinella},
title={On the Detection of Colorectal Polyps with Hierarchical Fine-Tuning},
booktitle={2020 IEEE International Symposium on Medical Measurements and Applications (MeMeA)},
pages={1--5},
year={2020},
organization={IEEE}
}
@inproceedings{pappalardo2020temporal,
pdf = "publications/IPAS2020_Pappalardo_ID19.pdf",
author={G. Pappalardo and D. Allegra and F. Stanco and G.M. Farinella},
title={On the Exploitation of Temporal Redundancy to Improve Polyp Detection in Colonoscopy},
booktitle={Fourth IEEE International Conference on Image Processing, Applications and Systems (IPAS 2020)},
year={2020},
organization={IEEE}
}

2018

@article{catanuto2018breast,
pdf = "publications/Breast shape analysis with curvature estimates and principal component analysis for cosmetic and reconstructive breast surgery.pdf",
title={Breast shape analysis with curvature estimates and principal component analysis for cosmetic and reconstructive breast surgery},
author={G. Catanuto and W.Taher and N. Rocco and F. Catalano and D. Allegra and F.L. Milotta and F. Stanco and G. Gallo and M.B. Nava},
journal={Aesthetic surgery journal},
volume={39},
number={2},
pages={164--173},
year={2018},
publisher={Oxford University Press US}
}
@article{rundo2018evaluation,
pdf = "publications/rundo_medical.pdf",
title={Evaluation of Levenberg--Marquardt neural networks and stacked autoencoders clustering for skin lesion analysis, screening and follow-up},
author={F. Rundo and S. Conoci and G.L. Banna and A. Ortis and F. Stanco and S. Battiato},
journal={IET Computer Vision},
volume={12},
number={7},
pages={957--962},
year={2018},
publisher={IET}
}

2017

@inproceedings{allegra2017description,
title={Description of breast morphology through bag of normals representation},
author={D. Allegra and F.L.M. Milotta and D. Sinitò and F. Stanco and  G. Gallo and W. Taher and G. Catanuto},
booktitle={International Conference on Image Analysis and Processing},
pages={511--521},
year={2017},
organization={Springer}
}

2016

@inproceedings{gallo2016breast,
title={Breast shape parametrization through planar projections},
author={G. Gallo and D. Allegra and Y.G. Atani and F.L.M. Milotta and F. Stanco and G. Catanuto},
booktitle={International Conference on Advanced Concepts for Intelligent Vision Systems (ACIVS) },
pages={135--146},
year={2016},
organization={Springer},
}

2009

@inproceedings{battiato2009objective,
pdf = "publications/Objective Analysis of Simple Kidney Cysts from CT Images.pdf",
title={Objective analysis of simple kidney cysts from CT images},
author={S. Battiato and G.M. Farinella and G. Gallo and O. Garretto and  C. Privitera},
booktitle={IEEE International Workshop on Medical Measurements and Applications (MeMeA)},
pages={146--149},
year={2009},
organization={IEEE}
}

2008

@article{catanuto2008experimental,
pdf = "publications/2008_medicaliplab.pdf",
title={Experimental methodology for digital breast shape analysis and objective surgical outcome evaluation},
author={G. Catanuto and A. Spano and A. Pennati and E. Riggio and G.M. Farinella and G. Impoco and S. Spoto and Salvatore and G. Gallo and M. B. Nava},
journal={Journal of Plastic, Reconstructive \& Aesthetic Surgery},
volume={61},
number={3},
pages={314--318},
year={2008},
publisher={Elsevier}
}
@inproceedings{battiato2008neurofuzzy,
pdf = "publications/neurofuzzy.pdf",
title={Neurofuzzy segmentation of microarray images},
author={S. Battiato and G.M. Farinella and G. Gallo and G.C. Guarnera},
booktitle={19th International Conference on Pattern Recognition (ICPR)},
pages={1--4},
year={2008},
organization={IEEE}
}

2007

@article{battiato2007adaptive,
title={Adaptive techniques for microarray image analysis with related quality assessment},
author={S. Battiato and G. Di Blasi and G.M. Farinella and G. Gallo and G.C. Guarnera},
journal={Journal of Electronic Imaging},
volume={16},
number={4},
pages={043013},
year={2007},
publisher={International Society for Optics and Photonics}
}

2006

@article{catanuto2006232,
pdf = "publications/2006_medical.pdf",
title={232 ORAL Curvature mapping and outcome evaluation in breast plastic and reconstructive surgery},
author={G. Catanuto and A. Spano and A. Pennati and G.M. Farinella and S. Spoto and and G. Impoco and G. Gallo and M.B. Nava},
journal={European Journal of Surgical Oncology},
volume={32},
pages={S69--S70},
year={2006},
publisher={Elsevier}
}
@inproceedings{farinella2006objective,
title={Objective outcome evaluation of breast surgery},
author={G.M. Farinella and G. Impoco and G. Gallo and S. Spoto and G. Catanuto and M.B. Nava},
booktitle={International Conference on Medical Image Computing and Computer-Assisted Intervention},
pages={776--783},
year={2006},
organization={Springer}
}
@inproceedings{farinella2006unambiguous,
pdf = "publications/2006_medical2.pdf",
title={Unambiguous Analysis of Woman Breast Shape for Plastic Surgery Outcome Evaluation},
author={G.M. Farinella and G. Impoco and G. Gallo and S. Spoto and G. Catanuto},
booktitle={eurographics Italian chapter conference},
volume={6},
pages={255--261},
year={2006}
}
@inproceedings{battiato2006ad,
title={Ad hoc segmentation pipeline for microarray image analysis},
author={S. Battiato and G. Di Blasi and G.M. Farinella and G. Gallo and G.C. Guarnera},
booktitle={Image Processing: Algorithms and Systems, Neural Networks, and Machine Learning},
volume={6064},
pages={60640Y},
year={2006},
organization={International Society for Optics and Photonics}
}
@inproceedings{battiato2006medical,
pdf = "publications/three case studies.pdf",
title={Medical Imaging Applications: Three Case Studies},
author={S. Battiato and G. Di Blasi and G.M. Farinella and G. Gallo and G. Impoco},
booktitle={Conferenza Italiana Sistemi Intelligenti (CISI) },
year={2006}
}

2005

@inproceedings{catanuto2005breast,
title={Breast shape analysis on three-dimensional models},
author={G. Catanuto and G. Gallo and G.M. Farinella and G. Impoco and M.B. Nava and A. Pennati and A. Spano},
booktitle={Third European Conference on Plastic and Reconstructive Surgery of the Breast},
year={2005}
}