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ORCIDAlessandra Lumini
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- affiliation: University of Bologna, Italy
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2020 – today
- 2022
[j115]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: 101515 (2022)- [j114]Loris Nanni
, Michelangelo Paci, Sheryl Brahnam, Alessandra Lumini:
Feature transforms for image data augmentation. Neural Comput. Appl. 34(24): 22345-22356 (2022) - [p4]Alessandra Lumini, Loris Nanni, Sheryl Brahnam:
Pushing the Limits Against the No Free Lunch Theorem: Towards Building General-Purpose (GenP) Classification Systems. Advances in Selected Artificial Intelligence Areas 2022: 77-102 - [i13]Loris Nanni, Michelangelo Paci, Sheryl Brahnam, Alessandra Lumini:
Feature transforms for image data augmentation. CoRR abs/2201.09700 (2022) - 2021
- [j113]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: 114103 (2021) - [j112]Eric López-López, Carlos Vázquez Regueiro, Xosé M. Pardo, Annalisa Franco, Alessandra Lumini:
Towards a self-sufficient face verification system. Expert Syst. Appl. 174: 114734 (2021) - [j111]Diego Baldissera, Loris Nanni, Sheryl Brahnam, Alessandra Lumini:
Postprocessing for Skin Detection. J. Imaging 7(6): 95 (2021) - [j110]Loris Nanni, Michelangelo Paci, Sheryl Brahnam, Alessandra Lumini:
Comparison of Different Image Data Augmentation Approaches. J. Imaging 7(12): 254 (2021) - [j109]Loris Nanni, Giovanni Minchio, Sheryl Brahnam, Gianluca Maguolo, Alessandra Lumini:
Experiments of Image Classification Using Dissimilarity Spaces Built with Siamese Networks. Sensors 21(5): 1573 (2021) - [j108]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): 5809 (2021) - [i12]Loris Nanni, Alessandra Lumini, Sheryl Brahnam:
Neural networks for Anatomical Therapeutic Chemical (ATC). CoRR abs/2101.11713 (2021) - [i11]Loris Nanni, Gianluca Maguolo, Alessandra Lumini:
Exploiting Adam-like Optimization Algorithms to Improve the Performance of Convolutional Neural Networks. CoRR abs/2103.14689 (2021) - [i10]Alessandra Lumini, Loris Nanni, Gianluca Maguolo:
Deep ensembles based on Stochastic Activation Selection for Polyp Segmentation. CoRR abs/2104.00850 (2021) - [i9]Loris Nanni, Alessandro Manfe, Gianluca Maguolo, Alessandra Lumini, Sheryl Brahnam:
High performing ensemble of convolutional neural networks for insect pest image detection. CoRR abs/2108.12539 (2021) - [i8]Loris Nanni, Alessandra Lumini, Alessandro Manfe, Sheryl Brahnam, Giorgio Venturin:
Gated recurrent units and temporal convolutional network for multilabel classification. CoRR abs/2110.04414 (2021) - [i7]Loris Nanni, Daniela Cuza, Alessandra Lumini, Andrea Loreggia, Sheryl Brahnam:
Deep ensembles in bioimage segmentation. CoRR abs/2112.12955 (2021) - 2020
- [j107]Loris Nanni, Alessandra Lumini, Federica Pasquali, Sheryl Brahnam:
iProStruct2D: Identifying protein structural classes by deep learning via 2D representations. Expert Syst. Appl. 142 (2020) - [j106]Alessandra Lumini, Loris Nanni:
Fair comparison of skin detection approaches on publicly available datasets. Expert Syst. Appl. 160: 113677 (2020) - [j105]Loris Nanni, Alessandra Lumini, Stefano Ghidoni, Gianluca Maguolo:
Stochastic Selection of Activation Layers for Convolutional Neural Networks. Sensors 20(6): 1626 (2020) - [i6]Loris Nanni, Alessandra Lumini, Stefano Ghidoni, Gianluca Maguolo:
Comparisons among different stochastic selection of activation layers for convolutional neural networks for healthcare. CoRR abs/2011.11834 (2020)
2010 – 2019
- 2019
- [j104]Alessandra Lumini, Loris Nanni:
Deep learning and transfer learning features for plankton classification. Ecol. Informatics 51: 33-43 (2019) - [j103]Loris Nanni, Sheryl Brahnam, Alessandra Lumini:
Texture descriptors for representing feature vectors. Expert Syst. Appl. 122: 163-172 (2019) - [j102]Loris Nanni, Sheryl Brahnam, Alessandra Lumini:
Face Detection Ensemble with Methods Using Depth Information to Filter False Positives. Sensors 19(23): 5242 (2019) - [j101]Loris Nanni, Sheryl Brahnam, Stefano Ghidoni, Alessandra Lumini:
Bioimage Classification with Handcrafted and Learned Features. IEEE ACM Trans. Comput. Biol. Bioinform. 16(3): 874-885 (2019) - [c28]Eric López-López, Carlos Vázquez 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: 25-37 - [p3]Alessandra Lumini, Loris Nanni:
Ocean Ecosystems Plankton Classification. Recent Advances in Computer Vision 2019: 261-280 - [i5]Loris Nanni, Alessandra Lumini, Federica Pasquali, Sheryl Brahnam:
iProStruct2D: Identifying protein structural classes by deep learning via 2D representations. CoRR abs/1906.04407 (2019) - [i4]Alessandra Lumini, Loris Nanni, Alice Codogno, Filippo Berno:
Learning morphological operators for skin detection. CoRR abs/1908.03630 (2019) - [i3]Alessandra Lumini, Loris Nanni, Gianluca Maguolo:
Deep learning for Plankton and Coral Classification. CoRR abs/1908.05489 (2019) - 2018
- [i2]Alessandra Lumini, Loris Nanni:
Fair comparison of skin detection approaches on publicly available datasets. CoRR abs/1802.02531 (2018) - [i1]Loris Nanni, Alessandra Lumini, Stefano Ghidoni:
Ensemble of Deep Learned Features for Melanoma Classification. CoRR abs/1807.08008 (2018) - 2017
- [j100]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: 8-16 (2017) - [j99]Alessandra Lumini, Loris Nanni:
Overview of the combination of biometric matchers. Inf. Fusion 33: 71-85 (2017) - 2016
- [j98]Alessandra Lumini, Loris Nanni, Sheryl Brahnam:
Multilayer descriptors for medical image classification. Comput. Biol. Medicine 72: 239-247 (2016) - [j97]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: 108-117 (2016) - [j96]Loris Nanni, Alessandra Lumini, Sheryl Brahnam:
Weighted Reward-Punishment Editing. Pattern Recognit. Lett. 75: 48-54 (2016) - [j95]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: 28-35 (2016) - 2015
- [j94]Loris Nanni, Sheryl Brahnam, Stefano Ghidoni, Alessandra Lumini:
Toward a General-Purpose Heterogeneous Ensemble for Pattern Classification. Comput. Intell. Neurosci. 2015: 909123:1-909123:10 (2015) - [j93]Loris Nanni, Alessandra Lumini, Matteo Ferrara, Raffaele Cappelli:
Combining biometric matchers by means of machine learning and statistical approaches. Neurocomputing 149: 526-535 (2015) - 2014
- [j92]Loris Nanni, Alessandra Lumini, Sheryl Brahnam:
Ensemble of shape descriptors for shape retrieval and classification. Int. J. Adv. Intell. Paradigms 6(2): 136-156 (2014) - [e1]Sheryl Brahnam, Lakhmi C. Jain, Loris Nanni, Alessandra Lumini:
Local Binary Patterns: New Variants and Applications. Studies in Computational Intelligence 506, Springer 2014, ISBN 978-3-642-39288-7 [contents] - 2013
- [j91]Loris Nanni, Alessandra Lumini:
Heterogeneous bag-of-features for object/scene recognition. Appl. Soft Comput. 13(4): 2171-2178 (2013) - [j90]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): 4231-4243 (2013) - [j89]Cristiana Casanova, Annalisa Franco, Alessandra Lumini, Dario Maio:
SmartVisionApp: A framework for computer vision applications on mobile devices. Expert Syst. Appl. 40(15): 5884-5894 (2013) - [p2]Sheryl Brahnam, Lakhmi C. Jain, Alessandra Lumini, Loris Nanni:
Introduction to Local Binary Patterns: New Variants and Applications. Local Binary Patterns 2013: 1-13 - [p1]Loris Nanni, Sheryl Brahnam, Alessandra Lumini, Tonya Barrier:
Ensemble of Local Phase Quantization Variants with Ternary Encoding. Local Binary Patterns 2013: 177-188 - 2012
- [j88]Loris Nanni, Alessandra Lumini, Sheryl Brahnam:
A classifier ensemble approach for the missing feature problem. Artif. Intell. Medicine 55(1): 37-50 (2012) - [j87]Loris Nanni, Sheryl Brahnam, Alessandra Lumini:
Combining multiple approaches for gene microarray classification. Bioinform. 28(8): 1151-1157 (2012) - [j86]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): 973-977 (2012) - [j85]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): 1968-1971 (2012) - [j84]Loris Nanni, Sheryl Brahnam, Alessandra Lumini:
Matrix representation in pattern classification. Expert Syst. Appl. 39(3): 3031-3036 (2012) - [j83]Loris Nanni, Alessandra Lumini, Sheryl Brahnam:
Survey on LBP based texture descriptors for image classification. Expert Syst. Appl. 39(3): 3634-3641 (2012) - [j82]Loris Nanni, Alessandra Lumini:
Combining Face and Eye Detectors in a High- Performance Face-Detection System. IEEE Multim. 19(4): 20-27 (2012) - [j81]Loris Nanni, Sheryl Brahnam, Alessandra Lumini:
A user dependent multi-resolution approach for biometric data. Int. J. Inf. Technol. Manag. 11(1/2): 112-121 (2012) - [j80]Loris Nanni, Sheryl Brahnam, Alessandra Lumini:
A simple method for improving local binary patterns by considering non-uniform patterns. Pattern Recognit. 45(10): 3844-3852 (2012) - [j79]Loris Nanni, Sheryl Brahnam, Alessandra Lumini:
Local phase quantization descriptor for improving shape retrieval/classification. Pattern Recognit. Lett. 33(16): 2254-2260 (2012) - [j78]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): 467-475 (2012) - 2011
- [j77]Loris Nanni, Alessandra Lumini, Sheryl Brahnam:
Likelihood ratio based features for a trained biometric score fusion. Expert Syst. Appl. 38(1): 58-63 (2011) - [j76]Loris Nanni, Alessandra Lumini:
Wavelet selection for disease classification by DNA microarray data. Expert Syst. Appl. 38(1): 990-995 (2011) - [j75]Loris Nanni, Alessandra Lumini:
A new encoding technique for peptide classification. Expert Syst. Appl. 38(4): 3185-3191 (2011) - [j74]Loris Nanni, Sheryl Brahnam, Alessandra Lumini:
Local Ternary Patterns from Three Orthogonal Planes for human action classification. Expert Syst. Appl. 38(5): 5125-5128 (2011) - [j73]Loris Nanni, Sheryl Brahnam, Alessandra Lumini:
Combining different local binary pattern variants to boost performance. Expert Syst. Appl. 38(5): 6209-6216 (2011) - [j72]Loris Nanni, Sheryl Brahnam, Alessandra Lumini:
Texture descriptors for generic pattern classification problems. Expert Syst. Appl. 38(8): 9340-9345 (2011) - [j71]Loris Nanni, Alessandra Lumini:
Prototype reduction techniques: A comparison among different approaches. Expert Syst. Appl. 38(9): 11820-11828 (2011) - 2010
- [j70]Loris Nanni, Alessandra Lumini:
Coding of amino acids by texture descriptors. Artif. Intell. Medicine 48(1): 43-50 (2010) - [j69]Loris Nanni, Alessandra Lumini, Sheryl Brahnam:
Local binary patterns variants as texture descriptors for medical image analysis. Artif. Intell. Medicine 49(2): 117-125 (2010) - [j68]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): 1556-1562 (2010) - [j67]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): 3676-3684 (2010) - [j66]Loris Nanni, Alessandra Lumini:
Orthogonal linear discriminant analysis and feature selection for micro-array data classification. Expert Syst. Appl. 37(10): 7132-7137 (2010) - [j65]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): 7888-7894 (2010) - [j64]Loris Nanni, Alessandra Lumini, Sheryl Brahnam:
Advanced machine learning techniques for microarray spot quality classification. Neural Comput. Appl. 19(3): 471-475 (2010) - [j63]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): 725-732 (2010) - [c27]Sheryl Brahnam, Loris Nanni, Jian-Yu Shi, Alessandra Lumini:
Local Phase Quantization Texture Descriptor for Protein Classification. BIOCOMP 2010: 159-165 - [c26]Loris Nanni, Sheryl Brahnam, Alessandra Lumini:
Selecting the Best Performing Rotation Invariant Patterns in Local Binary/Ternary Patterns. IPCV 2010: 369-375
2000 – 2009
- 2009
- [j62]Loris Nanni, Alessandra Lumini:
Genetic nearest feature plane. Expert Syst. Appl. 36(1): 838-843 (2009) - [j61]Loris Nanni, Alessandra Lumini:
An experimental comparison of ensemble of classifiers for bankruptcy prediction and credit scoring. Expert Syst. Appl. 36(2): 3028-3033 (2009) - [j60]Loris Nanni, Alessandra Lumini:
Ensemble generation and feature selection for the identification of students with learning disabilities. Expert Syst. Appl. 36(2): 3896-3900 (2009) - [j59]Loris Nanni, Alessandra Lumini:
Ensemble of multiple Palmprint representation. Expert Syst. Appl. 36(3): 4485-4490 (2009) - [j58]Alessandra Lumini, Loris Nanni:
Ensemble of on-line signature matchers based on OverComplete feature generation. Expert Syst. Appl. 36(3): 5291-5296 (2009) - [j57]Loris Nanni, Alessandra Lumini:
An ensemble of support vector machines for predicting virulent proteins. Expert Syst. Appl. 36(4): 7458-7462 (2009) - [j56]Loris Nanni, Alessandra Lumini:
A genetic encoding approach for learning methods for combining classifiers. Expert Syst. Appl. 36(4): 7510-7514 (2009) - [j55]Loris Nanni, Alessandra Lumini:
A supervised method to discriminate between impostors and genuine in biometry. Expert Syst. Appl. 36(7): 10401-10407 (2009) - [j54]Loris Nanni, Alessandra Lumini:
Input Decimated Ensemble based on Neighborhood Preserving Embedding for spectrogram classification. Expert Syst. Appl. 36(8): 11257-11261 (2009) - [j53]Loris Nanni, Alessandra Lumini:
Descriptors for image-based fingerprint matchers. Expert Syst. Appl. 36(10): 12414-12422 (2009) - [j52]Loris Nanni, Alessandra Lumini:
On selecting Gabor features for biometric authentication. Int. J. Comput. Appl. Technol. 35(1): 23-28 (2009) - [j51]Loris Nanni, Alessandra Lumini:
Particle swarm optimization for prototype reduction. Neurocomputing 72(4-6): 1092-1097 (2009) - [j50]Loris Nanni, Alessandra Lumini:
A multi-matcher system based on knuckle-based features. Neural Comput. Appl. 18(1): 87-91 (2009) - [j49]Loris Nanni, Alessandra Lumini:
Particle swarm optimization for ensembling generation for evidential k-nearest-neighbour classifier. Neural Comput. Appl. 18(2): 105-108 (2009) - [j48]Loris Nanni, Alessandra Lumini:
Machine learning multi-classifiers for peptide classification. Neural Comput. Appl. 18(2): 185-192 (2009) - [j47]Loris Nanni, Alessandra Lumini:
Fusion of color spaces for ear authentication. Pattern Recognit. 42(9): 1906-1913 (2009) - 2008
- [j46]Loris Nanni, Alessandra Lumini:
A reliable method for cell phenotype image classification. Artif. Intell. Medicine 43(2): 87-97 (2008) - [j45]Loris Nanni, Alessandra Lumini:
A genetic approach for building different alphabets for peptide and protein classification. BMC Bioinform. 9 (2008) - [j44]Loris Nanni, Alessandra Lumini:
Generalized Needleman-Wunsch algorithm for the recognition of T-cell epitopes. Expert Syst. Appl. 35(3): 1463-1467 (2008) - [j43]Alessandra Lumini, Loris Nanni:
Over-complete feature generation and feature selection for biometry. Expert Syst. Appl. 35(4): 2049-2055 (2008) - [j42]Loris Nanni, Alessandra Lumini:
Cluster-Based Nearest-Neighbour Classifier and Its Application on the Lightning Classification. J. Comput. Sci. Technol. 23(4): 573-581 (2008) - [j41]Annalisa Franco, Alessandra Lumini:
Mixture of KL subspaces for relevance feedback. Multim. Tools Appl. 37(2): 189-209 (2008) - [j40]Loris Nanni, Alessandra Lumini:
Local binary patterns for a hybrid fingerprint matcher. Pattern Recognit. 41(11): 3461-3466 (2008) - [j39]Alessandra Lumini, Loris Nanni:
Advanced methods for two-class pattern recognition problem formulation for minutiae-based fingerprint verification. Pattern Recognit. Lett. 29(2): 142-148 (2008) - [j38]Loris Nanni, Alessandra Lumini:
Random subspace for an improved BioHashing for face authentication. Pattern Recognit. Lett. 29(3): 295-300 (2008) - [j37]Loris Nanni, Alessandra Lumini:
Wavelet decomposition tree selection for palm and face authentication. Pattern Recognit. Lett. 29(3): 343-353 (2008) - [j36]Loris Nanni, Alessandra Lumini:
A novel local on-line signature verification system. Pattern Recognit. Lett. 29(5): 559-568 (2008) - [j35]Loris Nanni, Alessandra Lumini:
A multi-modal method based on the competitors of FVC2004 and on palm data combined with tokenised random numbers. Pattern Recognit. Lett. 29(9): 1344-1350 (2008) - [j34]Loris Nanni, Alessandra Lumini:
Ensemble of Multiple Pedestrian Representations. IEEE Trans. Intell. Transp. Syst. 9(2): 365-369 (2008) - [j33]Loris Nanni, Alessandra Lumini:
Evolved Feature Weighting for Random Subspace Classifier. IEEE Trans. Neural Networks 19(2): 363-366 (2008) - [c25]Javier Galbally, Raffaele Cappelli, Alessandra Lumini, Davide Maltoni, Julian Fiérrez-Aguilar:
Fake fingertip generation from a minutiae template. ICPR 2008: 1-4 - 2007
- [j32]Alessandra Lumini, Loris Nanni:
When Fingerprints Are Combined with Iris - A Case Study: FVC2004 and CASIA. Int. J. Netw. Secur. 4(1): 27-34 (2007) - [j31]Annalisa Franco, Alessandra Lumini, Dario Maio:
MKL-tree: an index structure for high-dimensional vector spaces. Multim. Syst. 12(6): 533-550 (2007) - [j30]Raffaele Cappelli, Dario Maio, Alessandra Lumini, Davide Maltoni:
Fingerprint Image Reconstruction from Standard Templates. IEEE Trans. Pattern Anal. Mach. Intell. 29(9): 1489-1503 (2007) - [j29]Alessandra Lumini, Loris Nanni:
An improved BioHashing for human authentication. Pattern Recognit. 40(3): 1057-1065 (2007) - [j28]Loris Nanni, Alessandra Lumini:
A hybrid wavelet-based fingerprint matcher. Pattern Recognit. 40(11): 3146-3151 (2007) - [j27]Loris Nanni, Alessandra Lumini:
Ensemblator: An ensemble of classifiers for reliable classification of biological data. Pattern Recognit. Lett. 28(5): 622-630 (2007) - [j26]Loris Nanni, Alessandra Lumini:
A multi-expert approach for wavelet-based face detection. Pattern Recognit. Lett. 28(12): 1541-1547 (2007) - [j25]Loris Nanni, Alessandra Lumini:
RegionBoost learning for 2D+3D based face recognition. Pattern Recognit. Lett. 28(15): 2063-2070 (2007) - [j24]