Foto del docente

Alessandra Lumini

Professoressa associata

Dipartimento di Informatica - Scienza e Ingegneria



Nanni L.; Cuza D.; Lumini A.; Loreggia A.; Brahman S., Polyp Segmentation with Deep Ensembles and Data Augmentation, in: Intelligent Systems Reference Library, Berlin, Springer Science and Business Media Deutschland GmbH, 2023, pp. 133 - 153 (INTELLIGENT SYSTEMS REFERENCE LIBRARY) [capitolo di libro]

Loris Nanni; Alessandra Lumini; Andrea Loreggia; Alberto Formaggio; Daniela Cuza, An Empirical Study on Ensemble of Segmentation Approaches, «SIGNALS», 2022, 3, pp. 341 - 358 [articolo]Open Access

Nanni, Loris; Lumini, Alessandra; Ghidoni, Stefano; Maguolo, Gianluca, Comparisons among different stochastic selections of activation layers for convolutional neural networks for health care, in: Cognitive and Soft Computing Techniques for the Analysis of Healthcare Data, Amsterdam, Elsevier, 2022, pp. 151 - 164 [capitolo di libro]

Nanni, Loris; Cuza, Daniela; Lumini, Alessandra; Brahnam, Sheryl, Data augmentation for deep ensembles in polyp segmentation, in: Computational Intelligence Based Solutions for Vision Systems, Bristol, IOPScience, 2022, pp. 1 - 22 [capitolo di libro]

Nanni L.; Paci M.; Brahnam S.; Lumini A., Feature transforms for image data augmentation, «NEURAL COMPUTING & APPLICATIONS», 2022, 34, pp. 22345 - 22356 [articolo]

Nanni L.; Manfe A.; Maguolo G.; Lumini A.; Brahnam S., High performing ensemble of convolutional neural networks for insect pest image detection, «ECOLOGICAL INFORMATICS», 2022, 67, Article number: 101515, pp. 101515 - 101526 [articolo]

Alessandra Lumini; Loris Nanni; Sheryl Brahnam, Pushing the Limits Against the No Free Lunch Theorem: Towards Building General-Purpose (GenP) Classification Systems, in: Advances in Selected Artificial Intelligence Areas: World Outstanding Women in Artificial Intelligence, Berlin, Springer, 2022, pp. 77 - 102 (LEARNING AND ANALYTICS IN INTELLIGENT SYSTEMS) [capitolo di libro]

Nanni L.; Minchio G.; Brahnam S.; Sarraggiotto D.; Lumini A., Closing the performance gap between siamese networks for dissimilarity image classification and convolutional neural networks, «SENSORS», 2021, 21, Article number: 5809, pp. 1 - 15 [articolo]Open Access

Nanni L.; Paci M.; Brahnam S.; Lumini A., Comparison of different image data augmentation approaches, «JOURNAL OF IMAGING», 2021, 7, Article number: 254, pp. 1 - 13 [articolo]Open Access

Lumini, Alessandra; Nanni, Loris; Maguolo, Gianluca, Deep Ensembles Based on Stochastic Activations for Semantic Segmentation, «SIGNALS», 2021, 2, pp. 820 - 833 [articolo]Open Access

Nanni L.; Minchio G.; Brahnam S.; Maguolo G.; Lumini A., Experiments of image classification using dissimilarity spaces built with siamese networks, «SENSORS», 2021, 21, Article number: 1573, pp. 1 - 18 [articolo]Open Access

Roberto G.F.; Lumini A.; Neves L.A.; do Nascimento M.Z., Fractal Neural Network: A new ensemble of fractal geometry and convolutional neural networks for the classification of histology images, «EXPERT SYSTEMS WITH APPLICATIONS», 2021, 166, Article number: 114103, pp. 1 - 11 [articolo]

Lumini, Alessandra; Nanni, Loris; Scattolaro, Luca; Maguolo, Gianluca, Image orientation detection by ensembles of Stochastic CNNs, «MACHINE LEARNING WITH APPLICATIONS», 2021, 6, Article number: 100090, pp. 1 - 9 [articolo]Open Access

Baldissera D.; Nanni L.; Brahnam S.; Lumini A., Postprocessing for skin detection, «JOURNAL OF IMAGING», 2021, 7, Article number: 95, pp. 1 - 14 [articolo]Open Access

Lopez-Lopez E.; Regueiro C.V.; Pardo X.M.; Franco A.; Lumini A., Towards a self-sufficient face verification system, «EXPERT SYSTEMS WITH APPLICATIONS», 2021, 174, Article number: 114734, pp. 1 - 15 [articolo]Open Access

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