Alessandra Lumini

ORCID

Publication Activity (10 Years)

Years Active: 1997-2024
Publications (10 Years): 48

Top Venues

Publications

Guilherme Freire Roberto, Leandro Alves Neves, Alessandra Lumini, Alessandro Santana Martins, Marcelo Zanchetta do Nascimento
An ensemble of learned features and reshaping of fractal geometry-based descriptors for classification of histological images. Pattern Anal. Appl. 27 (1) (2024)
Guilherme Botazzo Rozendo, Alessandra Lumini, Guilherme Freire Roberto, Thaína Aparecida Azevedo Tosta, Marcelo Zanchetta do Nascimento, Leandro Alves Neves
X-GAN: Generative Adversarial Networks Training Guided with Explainable Artificial Intelligence. ICEIS (1) (2024)
Pedro Lucas Miguel, Alessandra Lumini, Giuliano Cardozo Medalha, Guilherme Freire Roberto, Guilherme Botazzo Rozendo, Adriano Mauro Cansian, Thaína A. A. Tosta, Marcelo Zanchetta do Nascimento, Leandro Alves Neves
Improving Explainability of the Attention Branch Network with CAM Fostering Techniques in the Context of Histological Images. ICEIS (1) (2024)
Loris Nanni, Andrea Loreggia, Alessandra Lumini, Alberto Dorizza
A Standardized Approach for Skin Detection: Analysis of the Literature and Case Studies. J. Imaging 9 (2) (2023)
Adriano Barbosa-Silva, Guilherme Botazzo Rozendo, Thaína A. A. Tosta, Alessandro Santana Martins, Adriano M. Loyola, Sérgio V. Cardoso, Alessandra Lumini, Leandro Alves Neves, Paulo Rogério de Faria, Marcelo Zanchetta do Nascimento
CNN Ensembles for Nuclei Segmentation on Histological Images of OED. CBMS (2023)
Guilherme Botazzo Rozendo, Guilherme Freire Roberto, Marcelo Zanchetta do Nascimento, Leandro Alves Neves, Alessandra Lumini
Weeds Classification with Deep Learning: An Investigation Using CNN, Vision Transformers, Pyramid Vision Transformers, and Ensemble Strategy. CIARP (2023)
Guilherme Freire Roberto, Danilo Cesar Pereira, Alessandro Santana Martins, Thaína A. A. Tosta, Carlos Soares, Alessandra Lumini, Guilherme Botazzo Rozendo, Leandro Alves Neves, Marcelo Zanchetta do Nascimento
Detection of Covid-19 in Chest X-Ray Images Using Percolation Features and Hermite Polynomial Classification. CIARP (2023)
Loris Nanni, Carlo Fantozzi, Andrea Loreggia, Alessandra Lumini
Ensembles of Convolutional Neural Networks and Transformers for Polyp Segmentation. Sensors 23 (10) (2023)
Loris Nanni, Alessandra Lumini, Carlo Fantozzi
Exploring the Potential of Ensembles of Deep Learning Networks for Image Segmentation. Inf. 14 (12) (2023)
Danilo Cesar Pereira, Leonardo C. Longo, Thaína A. A. Tosta, Alessandro Santana Martins, Adriano Barbosa-Silva, Guilherme Botazzo Rozendo, Guilherme Freire Roberto, Alessandra Lumini, Leandro Alves Neves, Marcelo Zanchetta do Nascimento
Handcrafted features vs deep-learned features: Hermite Polynomial Classification of Liver Images. CBMS (2023)
Loris Nanni, Michelangelo Paci, Sheryl Brahnam, Alessandra Lumini
Feature transforms for image data augmentation. Neural Comput. Appl. 34 (24) (2022)
Loris Nanni, Alessandro Manfe, Gianluca Maguolo, Alessandra Lumini, Sheryl Brahnam
High performing ensemble of convolutional neural networks for insect pest image detection. Ecol. Informatics 67 (2022)
Loris Nanni, Michelangelo Paci, Sheryl Brahnam, Alessandra Lumini
Feature transforms for image data augmentation. CoRR (2022)
Daniela Cuza, Andrea Loreggia, Alessandra Lumini, Loris Nanni
Deep Semantic Segmentation in Skin Detection. ESANN (2022)
Loris Nanni, Giovanni Minchio, Sheryl Brahnam, Davide Sarraggiotto, Alessandra Lumini
Closing the Performance Gap between Siamese Networks for Dissimilarity Image Classification and Convolutional Neural Networks. Sensors 21 (17) (2021)
Loris Nanni, Alessandra Lumini, Sheryl Brahnam
Neural networks for Anatomical Therapeutic Chemical (ATC). CoRR (2021)
Loris Nanni, Daniela Cuza, Alessandra Lumini, Andrea Loreggia, Sheryl Brahnam
Deep ensembles in bioimage segmentation. CoRR (2021)
Loris Nanni, Gianluca Maguolo, Alessandra Lumini
Exploiting Adam-like Optimization Algorithms to Improve the Performance of Convolutional Neural Networks. CoRR (2021)
Loris Nanni, Alessandro Manfe, Gianluca Maguolo, Alessandra Lumini, Sheryl Brahnam
High performing ensemble of convolutional neural networks for insect pest image detection. CoRR (2021)
Loris Nanni, Giovanni Minchio, Sheryl Brahnam, Gianluca Maguolo, Alessandra Lumini
Experiments of Image Classification Using Dissimilarity Spaces Built with Siamese Networks. Sensors 21 (5) (2021)
Diego Baldissera, Loris Nanni, Sheryl Brahnam, Alessandra Lumini
Postprocessing for Skin Detection. J. Imaging 7 (6) (2021)
Loris Nanni, Michelangelo Paci, Sheryl Brahnam, Alessandra Lumini
Comparison of Different Image Data Augmentation Approaches. J. Imaging 7 (12) (2021)
Eric López-López, Carlos V. Regueiro, Xosé M. Pardo, Annalisa Franco, Alessandra Lumini
Towards a self-sufficient face verification system. Expert Syst. Appl. 174 (2021)
Alessandra Lumini, Loris Nanni, Gianluca Maguolo
Deep ensembles based on Stochastic Activation Selection for Polyp Segmentation. CoRR (2021)
Guilherme Freire Roberto, Alessandra Lumini, Leandro Alves Neves, Marcelo Zanchetta do Nascimento
Fractal Neural Network: A new ensemble of fractal geometry and convolutional neural networks for the classification of histology images. Expert Syst. Appl. 166 (2021)
Loris Nanni, Alessandra Lumini, Alessandro Manfe, Sheryl Brahnam, Giorgio Venturin
Gated recurrent units and temporal convolutional network for multilabel classification. CoRR (2021)
Loris Nanni, Alessandra Lumini, Federica Pasquali, Sheryl Brahnam
iProStruct2D: Identifying protein structural classes by deep learning via 2D representations. Expert Syst. Appl. 142 (2020)
Loris Nanni, Alessandra Lumini, Stefano Ghidoni, Gianluca Maguolo
Stochastic Selection of Activation Layers for Convolutional Neural Networks. Sensors 20 (6) (2020)
Loris Nanni, Alessandra Lumini, Stefano Ghidoni, Gianluca Maguolo
Comparisons among different stochastic selection of activation layers for convolutional neural networks for healthcare. CoRR (2020)
Alessandra Lumini, Loris Nanni
Fair comparison of skin detection approaches on publicly available datasets. Expert Syst. Appl. 160 (2020)
Eric López-López, Carlos V. Regueiro, Xosé M. Pardo, Annalisa Franco, Alessandra Lumini
Incremental Learning Techniques Within a Self-updating Approach for Face Verification in Video-Surveillance. IbPRIA (2) (2019)
Alessandra Lumini, Loris Nanni
Deep learning and transfer learning features for plankton classification. Ecol. Informatics 51 (2019)
Alessandra Lumini, Loris Nanni, Alice Codogno, Filippo Berno
Learning morphological operators for skin detection. CoRR (2019)
Loris Nanni, Sheryl Brahnam, Stefano Ghidoni, Alessandra Lumini
Bioimage Classification with Handcrafted and Learned Features. IEEE ACM Trans. Comput. Biol. Bioinform. 16 (3) (2019)
Loris Nanni, Alessandra Lumini, Federica Pasquali, Sheryl Brahnam
iProStruct2D: Identifying protein structural classes by deep learning via 2D representations. CoRR (2019)
Alessandra Lumini, Loris Nanni, Gianluca Maguolo
Deep learning for Plankton and Coral Classification. CoRR (2019)
Loris Nanni, Sheryl Brahnam, Alessandra Lumini
Face Detection Ensemble with Methods Using Depth Information to Filter False Positives. Sensors 19 (23) (2019)
Loris Nanni, Sheryl Brahnam, Alessandra Lumini
Texture descriptors for representing feature vectors. Expert Syst. Appl. 122 (2019)
Loris Nanni, Alessandra Lumini, Stefano Ghidoni
Ensemble of Deep Learned Features for Melanoma Classification. CoRR (2018)
Alessandra Lumini, Loris Nanni
Fair comparison of skin detection approaches on publicly available datasets. CoRR (2018)
Loris Nanni, Alessandra Lumini, Sheryl Brahnam
Ensemble of texture descriptors for face recognition obtained by varying feature transforms and preprocessing approaches. Appl. Soft Comput. 61 (2017)
Alessandra Lumini, Loris Nanni
Overview of the combination of biometric matchers. Inf. Fusion 33 (2017)
Loris Nanni, Yandre M. G. Costa, Alessandra Lumini, Moo Young Kim, SeungRyul Baek
Combining visual and acoustic features for music genre classification. Expert Syst. Appl. 45 (2016)
Loris Nanni, Alessandra Lumini, Florentino Luciano Caetano dos Santos, Michelangelo Paci, Jari A. K. Hyttinen
Ensembles of dense and dense sampling descriptors for the HEp-2 cells classification problem. Pattern Recognit. Lett. 82 (2016)
Alessandra Lumini, Loris Nanni, Sheryl Brahnam
Multilayer descriptors for medical image classification. Comput. Biol. Medicine 72 (2016)
Loris Nanni, Alessandra Lumini, Sheryl Brahnam
Weighted Reward-Punishment Editing. Pattern Recognit. Lett. 75 (2016)
Loris Nanni, Sheryl Brahnam, Stefano Ghidoni, Alessandra Lumini
Toward a General-Purpose Heterogeneous Ensemble for Pattern Classification. Comput. Intell. Neurosci. 2015 (2015)
Loris Nanni, Alessandra Lumini, Matteo Ferrara, Raffaele Cappelli
Combining biometric matchers by means of machine learning and statistical approaches. Neurocomputing 149 (2015)
Loris Nanni, Alessandra Lumini, Sheryl Brahnam
Ensemble of shape descriptors for shape retrieval and classification. Int. J. Adv. Intell. Paradigms 6 (2) (2014)
Muhammad Tahir, Asifullah Khan, Abdul Majid, Alessandra Lumini
Subcellular localization using fluorescence imagery: Utilizing ensemble classification with diverse feature extraction strategies and data balancing. Appl. Soft Comput. 13 (11) (2013)
Loris Nanni, Alessandra Lumini
Heterogeneous bag-of-features for object/scene recognition. Appl. Soft Comput. 13 (4) (2013)
Cristiana Casanova, Annalisa Franco, Alessandra Lumini, Dario Maio
SmartVisionApp: A framework for computer vision applications on mobile devices. Expert Syst. Appl. 40 (15) (2013)
Loris Nanni, Sheryl Brahnam, Alessandra Lumini
Random interest regions for object recognition based on texture descriptors and bag of features. Expert Syst. Appl. 39 (1) (2012)
Loris Nanni, Sheryl Brahnam, Alessandra Lumini
Combining multiple approaches for gene microarray classification. Bioinform. 28 (8) (2012)
Loris Nanni, Sheryl Brahnam, Alessandra Lumini
A simple method for improving local binary patterns by considering non-uniform patterns. Pattern Recognit. 45 (10) (2012)
Loris Nanni, Alessandra Lumini, Dinesh Gupta, Aarti Garg
Identifying Bacterial Virulent Proteins by Fusing a Set of Classifiers Based on Variants of Chou's Pseudo Amino Acid Composition and on Evolutionary Information. IEEE ACM Trans. Comput. Biol. Bioinform. 9 (2) (2012)
Loris Nanni, Alessandra Lumini, Sheryl Brahnam
Survey on LBP based texture descriptors for image classification. Expert Syst. Appl. 39 (3) (2012)
Loris Nanni, Sheryl Brahnam, Alessandra Lumini
A user dependent multi-resolution approach for biometric data. Int. J. Inf. Technol. Manag. 11 (1/2) (2012)
Loris Nanni, Alessandra Lumini, Sheryl Brahnam
A classifier ensemble approach for the missing feature problem. Artif. Intell. Medicine 55 (1) (2012)
Loris Nanni, Alessandra Lumini
Combining Face and Eye Detectors in a High- Performance Face-Detection System. IEEE Multim. 19 (4) (2012)
Loris Nanni, Sheryl Brahnam, Alessandra Lumini
A very high performing system to discriminate tissues in mammograms as benign and malignant. Expert Syst. Appl. 39 (2) (2012)
Loris Nanni, Sheryl Brahnam, Alessandra Lumini
Local phase quantization descriptor for improving shape retrieval/classification. Pattern Recognit. Lett. 33 (16) (2012)
Loris Nanni, Sheryl Brahnam, Alessandra Lumini
Matrix representation in pattern classification. Expert Syst. Appl. 39 (3) (2012)
Loris Nanni, Alessandra Lumini
Prototype reduction techniques: A comparison among different approaches. Expert Syst. Appl. 38 (9) (2011)
Loris Nanni, Sheryl Brahnam, Alessandra Lumini
Local Ternary Patterns from Three Orthogonal Planes for human action classification. Expert Syst. Appl. 38 (5) (2011)
Loris Nanni, Sheryl Brahnam, Alessandra Lumini
Combining different local binary pattern variants to boost performance. Expert Syst. Appl. 38 (5) (2011)
Loris Nanni, Sheryl Brahnam, Alessandra Lumini
Texture descriptors for generic pattern classification problems. Expert Syst. Appl. 38 (8) (2011)
Loris Nanni, Alessandra Lumini, Sheryl Brahnam
Likelihood ratio based features for a trained biometric score fusion. Expert Syst. Appl. 38 (1) (2011)
Loris Nanni, Alessandra Lumini
Wavelet selection for disease classification by DNA microarray data. Expert Syst. Appl. 38 (1) (2011)
Loris Nanni, Alessandra Lumini
A new encoding technique for peptide classification. Expert Syst. Appl. 38 (4) (2011)
Loris Nanni, Alessandra Lumini
Orthogonal linear discriminant analysis and feature selection for micro-array data classification. Expert Syst. Appl. 37 (10) (2010)
Loris Nanni, Sheryl Brahnam, Alessandra Lumini
Selecting the Best Performing Rotation Invariant Patterns in Local Binary/Ternary Patterns. IPCV (2010)
Javier Galbally, Raffaele Cappelli, Alessandra Lumini, Guillermo González de Rivera, Davide Maltoni, Julian Fiérrez, Javier Ortega-Garcia, Dario Maio
An evaluation of direct attacks using fake fingers generated from ISO templates. Pattern Recognit. Lett. 31 (8) (2010)
Loris Nanni, Alessandra Lumini, Sheryl Brahnam
Local binary patterns variants as texture descriptors for medical image analysis. Artif. Intell. Medicine 49 (2) (2010)
Loris Nanni, Emanuele Maiorana, Alessandra Lumini, Patrizio Campisi
Combining local, regional and global matchers for a template protected on-line signature verification system. Expert Syst. Appl. 37 (5) (2010)
Loris Nanni, Alessandra Lumini
Coding of amino acids by texture descriptors. Artif. Intell. Medicine 48 (1) (2010)
Loris Nanni, Sheryl Brahnam, Alessandra Lumini
A local approach based on a Local Binary Patterns variant texture descriptor for classifying pain states. Expert Syst. Appl. 37 (12) (2010)
Loris Nanni, Alessandra Lumini, Yu-Shi Lin, Chun-Nan Hsu, Chung-Chih Lin
Fusion of systems for automated cell phenotype image classification. Expert Syst. Appl. 37 (2) (2010)
Loris Nanni, Alessandra Lumini, Sheryl Brahnam
Advanced machine learning techniques for microarray spot quality classification. Neural Comput. Appl. 19 (3) (2010)
Sheryl Brahnam, Loris Nanni, Jian-Yu Shi, Alessandra Lumini
Local Phase Quantization Texture Descriptor for Protein Classification. BIOCOMP (2010)
Loris Nanni, Alessandra Lumini
A genetic encoding approach for learning methods for combining classifiers. Expert Syst. Appl. 36 (4) (2009)
Alessandra Lumini, Loris Nanni
Ensemble of on-line signature matchers based on OverComplete feature generation. Expert Syst. Appl. 36 (3) (2009)
Loris Nanni, Alessandra Lumini
An experimental comparison of ensemble of classifiers for bankruptcy prediction and credit scoring. Expert Syst. Appl. 36 (2) (2009)
Loris Nanni, Alessandra Lumini
Particle swarm optimization for prototype reduction. Neurocomputing 72 (4-6) (2009)
Loris Nanni, Alessandra Lumini
Fusion of color spaces for ear authentication. Pattern Recognit. 42 (9) (2009)
Loris Nanni, Alessandra Lumini
Particle swarm optimization for ensembling generation for evidential k-nearest-neighbour classifier. Neural Comput. Appl. 18 (2) (2009)
Loris Nanni, Alessandra Lumini
Ensemble of multiple Palmprint representation. Expert Syst. Appl. 36 (3) (2009)
Loris Nanni, Alessandra Lumini
A multi-matcher system based on knuckle-based features. Neural Comput. Appl. 18 (1) (2009)
Loris Nanni, Alessandra Lumini
Machine learning multi-classifiers for peptide classification. Neural Comput. Appl. 18 (2) (2009)
Loris Nanni, Alessandra Lumini
Input Decimated Ensemble based on Neighborhood Preserving Embedding for spectrogram classification. Expert Syst. Appl. 36 (8) (2009)
Loris Nanni, Alessandra Lumini
Ensemble generation and feature selection for the identification of students with learning disabilities. Expert Syst. Appl. 36 (2) (2009)
Loris Nanni, Alessandra Lumini
Descriptors for image-based fingerprint matchers. Expert Syst. Appl. 36 (10) (2009)
Loris Nanni, Alessandra Lumini
On selecting Gabor features for biometric authentication. Int. J. Comput. Appl. Technol. 35 (1) (2009)
Loris Nanni, Alessandra Lumini
An ensemble of support vector machines for predicting virulent proteins. Expert Syst. Appl. 36 (4) (2009)
Loris Nanni, Alessandra Lumini
A supervised method to discriminate between impostors and genuine in biometry. Expert Syst. Appl. 36 (7) (2009)
Loris Nanni, Alessandra Lumini
Genetic nearest feature plane. Expert Syst. Appl. 36 (1) (2009)
Loris Nanni, Alessandra Lumini
Cluster-Based Nearest-Neighbour Classifier and Its Application on the Lightning Classification. J. Comput. Sci. Technol. 23 (4) (2008)
Alessandra Lumini, Loris Nanni
Advanced methods for two-class pattern recognition problem formulation for minutiae-based fingerprint verification. Pattern Recognit. Lett. 29 (2) (2008)
Loris Nanni, Alessandra Lumini
A genetic approach for building different alphabets for peptide and protein classification. BMC Bioinform. 9 (2008)
Loris Nanni, Alessandra Lumini
A reliable method for cell phenotype image classification. Artif. Intell. Medicine 43 (2) (2008)

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Publication Activity (10 Years)

Top Topics

Top Venues

Alessandra Lumini