Ignazio Gallo, Assistant Professor - Home Page


5, Via Mazzini
21100, Varese
Phone: +39-0332-218988
Fax: +39-0332-218919
ignazio dot gallo at uninsubria dot it, Google Scholar, Academic, ResearchGate
Current Position
- Ignazio Gallo is Assistant Professor at DiSTA, University of Insubria.
- Member of the ArTe-Lab Research Laboratory.
Research Interests
- Image Processing, Pattern Recognition, Neural Computing, Computer Vision
- Information Extraction and Text Mining
Teaching experience
- Language Laboratory
- Software Design Laboratory
- Software Design Techniques
- Intelligent Systems 2
Publications
2022
- In-season and dynamic crop mapping using 3D convolution neural networks and sentinel-2 time series
Ignazio Gallo,Luigi Ranghetti , Nicola Landro, Riccardo La Grassaand Mirco Boschetti ISPRS Journal of Photogrammetry and Remote Sensing , 2022.
[pdf][bibtex][dataset] [code] - Two New Datasets for Italian-Language Abstractive Text Summarization
Nicola Landro, Ignazio Gallo, Riccardo La Grassaand Edoardo Federici Information, 2022.
[pdf][bibtex][dataset] [code] - Food Recommendations for Reducing Water Footprint
Ignazio Gallo, Nicola Landro, Riccardo La Grassaand Andrea Turconi Sustainability, 2022.
[pdf][bibtex][dataset] [code] - An Adversarial Generative Network Designed for High-Resolution Monocular Depth Estimation from 2D HiRISE Images of Mars
Riccardo La Grassa, Ignazio Gallo,Cristina Re ,Gabriele Cremonese , Nicola Landro,Claudio Pernechele ,Emanuele Simioni and Mattia Gatti Remote Sensing , 2022.
[pdf][bibtex]
2021
- Sentinel 2 Time Series Analysis with 3D Feature Pyramid Network and Time Domain Class Activation Intervals for Crop Mapping
Ignazio Gallo, Riccardo La Grassa, Nicola Landroand Mirco Boschetti ISPRS International Journal of Geo-Information, 2021.
[pdf][bibtex] [code] - Visual Word Embedding for Text Classification
Ignazio Gallo, Shah Nawaz, Nicola Landroand Riccardo La GrassaPattern Recognition. ICPR International Workshops and Challenges (ICPR2021), Milan, Italy, 2021.
[pdf][bibtex] [code] - Learn class hierarchy using convolutional neural networks
Riccardo La Grassa, Ignazio Galloand Nicola LandroApplied Intelligence (2021), 2021.
[pdf][bibtex] [code] - Combining Optimization Methods Using an Adaptive Meta Optimizer
Nicola Landro, Ignazio Galloand Riccardo La GrassaAlgorithms, 2021.
[pdf][bibtex] [code] - Is One Teacher Model Enough to Transfer Knowledge to a Student Model?
Nicola Landro, Ignazio Galloand Riccardo La GrassaAlgorithms, 2021.
[pdf][bibtex] [code] - EnGraf-Net: Multiple Granularity Branch Network with Fine-Coarse Graft Grained for Classification Task
Riccardo La Grassa, Ignazio Galloand Nicola LandroComputer Analysis of Images and Patterns (CAIP 2021), 2021.
[pdf][bibtex] [code] - σ2R loss: A weighted loss by multiplicative factors using sigmoidal functions
Riccardo La Grassa, Ignazio Galloand Nicola LandroNeurocomputing, 2021.
[pdf][bibtex] [code] - Ocmst: One-class novelty detection using convolutional neural network and minimum spanning trees
Riccardo La Grassa, Ignazio Galloand Nicola LandroPattern Recognition Letters, 2021.
[pdf][bibtex] [code] - Learning to Navigate in the Gaussian Mixture Surface
Riccardo La Grassa, Ignazio Gallo,Calogero Vetro and Nicola LandroComputer Analysis of Images and Patterns (CAIP 2021), 2021.
[pdf][bibtex] [code] - Cross-modal speaker verification and recognition: A multilingual perspective
Shah Nawaz,Muhammad Saad Saeed ,Pietro Morerio ,Arif Mahmood , Ignazio Gallo,Muhammad Haroon Yousaf and Alessio Del Bue IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), 2021.
[pdf][bibtex]
2020
- Dynamic Decision Boundary for One-class Classifiers applied to non-uniformly Sampled Data
Riccardo La Grassa, Ignazio Galloand Nicola LandroInternational Conference on Digital Image Computing: Techniques and Applications (DICTA 2020), Online, 2020.
[pdf][bibtex] [code] - Image and Text fusion for UPMC Food-101 using BERT and CNNs
Ignazio Gallo,Gianmarco Ria , Nicola Landroand Riccardo La GrassaInternational Conference on Image and Vision Computing New Zealand (IVCNZ 2020), Wellington, New Zealand, 2020.
[pdf][bibtex][dataset] [code] - Improving the Efficient Neural Architecture Search via Rewarding Modifications
Ignazio Gallo,Gabriele Magistrali , Nicola Landroand Riccardo La GrassaInternational Conference on Image and Vision Computing New Zealand (IVCNZ 2020), Wellington, New Zealand, 2020.
[pdf][bibtex] [code]
2019
- Do Cross Modal Systems Leverage Semantic Relationships?
Shah Nawaz,M. Kamran Janjua , Ignazio Gallo,Arif Mahmood , Alessandro Calefatiand Faisal Shafait ICCV 2019 Workshop on Cross-Modal Learning in Real World, Seoul, Korea, 2019.
[pdf][bibtex] - Aiding Intra-Text Representations with Visual Context for Multimodal Named Entity Recognition
Omer Arshad , Ignazio Gallo, Shah Nawazand Alessandro Calefati2019 15th IAPR International Conference on Document Analysis and Recognition (ICDAR2019), Sydney, Australia, 2019.
[pdf][bibtex] - Binary Classification using Pairs of Minimum Spanning Trees or N-ary Trees
Riccardo La Grassa, Ignazio Gallo, Alessandro Calefatiand Dimitri Ognibene Proceedings of 18th International Conference on Computer Analysis of Images and Patterns, CAIP 2019, Salerno, Italy, 2019.
[pdf][bibtex] - Deep Latent Space Learning for Cross-modal Mapping of Audio and Visual Signals
Shah Nawaz,Muhammad Kamran Janjua , Ignazio Gallo,Arif Mahmood and Alessandro Calefati2019 International Conference on Digital Image Computing: Techniques and Applications (DICTA), Perth, Australia, 2019.
[pdf][bibtex] - Picture What you Read
Ignazio Gallo, Shah Nawaz, Alessandro Calefati, Riccardo La Grassaand Nicola Landro2019 International Conference on Digital Image Computing: Techniques and Applications (DICTA), Perth, Australia, 2019.
[pdf][bibtex][dataset] [code] - A Classification Methodology based on Subspace Graphs Learning
Riccardo La Grassa, Ignazio Gallo, Alessandro Calefatiand Dimitri Ognibene 2019 International Conference on Digital Image Computing: Techniques and Applications (DICTA), Perth, Australia, 2019.
[pdf][bibtex] - Are These Birds Similar: Learning Branched Networks for Fine-grained Representations
Shah Nawaz, Alessandro Calefati,Moreno Caraffini , Nicola Landroand Ignazio Gallo2019 International Conference on Image and Vision Computing New Zealand (IVCNZ 2019), Dunedin, New Zealand, 2019.
[pdf][bibtex] [code] - Reading Meter Numbers in the Wild
Alessandro Calefati, Ignazio Galloand Shah Nawaz2019 International Conference on Digital Image Computing: Techniques and Applications (DICTA), Perth, Australia, 2019.
[pdf][doi][bibtex]
2018
- Learning Fused Representations for Large Scale Multi-modal Classification
Shah Nawaz, Alessandro Calefati,Muhammad Kamran Janjua ,M. U. Anwaar and Ignazio GalloIEEE Sensors Letters, 2018.
[pdf][doi][bibtex] - A Pipeline to Improve Face Recognition Datasets and Applications
Ignazio Gallo, Shah Nawaz, Alessandro Calefatiand Gabriele Piccoli2018 International Conference on Image and Vision Computing New Zealand (IVCNZ 2018), Auckland, New Zealand, 2018.
[pdf][bibtex] - Image and Encoded Text Fusion for Multi-Modal Classification
Ignazio Gallo, Alessandro Calefati, Shah Nawazand Muhammad Kamran Janjua 2018 International Conference on Digital Image Computing: Techniques and Applications (DICTA), Canberra, Australia, 2018.
[pdf][bibtex] [code] - Git Loss for Deep Face Recognition
Alessandro Calefati,Muhammad Kamran Janjua , Shah Nawazand Ignazio GalloBritish Machine Vision Conference, 2018 (BMVC), Newcastle upon Tyne, United Kingdom, 2018.
[pdf][bibtex] - e-Fairs: a Cyber-Physical System for Aggregation and Economy of Scale in e-Commerce
Pierluigi Gallo and Ignazio Gallo4th International Forum on Research and Technologies for Society and Industry (RTSI), Palermo, Italy, 2018.
[pdf][bibtex] - Hand Written Characters Recognition via Deep Metric Learning
Shah Nawaz, Alessandro Calefati,Nisar Ahmed and Ignazio Gallo13th IAPR International Workshop on Document Analysis Systems, Vienna, Austria, 2018.
[pdf][bibtex]
2017
- Multimodal Classification Fusion in Real-World Scenarios
Ignazio Gallo, Alessandro Calefatiand Shah Nawaz2017 14th IAPR International Conference on Document Analysis and Recognition (ICDAR2017), Kyoto, Japan, 2017.
[pdf][bibtex][dataset] - Semantic Text Encoding for Text Classification using Convolutional Neural Networks
Ignazio Gallo, Shah Nawazand Alessandro Calefati2017 14th IAPR International Conference on Document Analysis and Recognition (ICDAR2017), Kyoto, Japan, 2017.
[pdf][bibtex][dataset] [demo]
2016
- Using Convolutional Neural Networks for Content Extraction from Online Flyers
Alessandro Calefati, Ignazio Gallo, Alessandro Zamberlettiand Lucia Noce Proceedings of the 16th ACM Symposium on Document Engineering (DocEng 2016), Wien, Austria, 2016.
[pdf][bibtex][dataset] - Query and Product Suggestion for Price Comparison Search Engines Based on Query-product Click-through Bipartite Graphs
Lucia Noce , Ignazio Galloand Alessandro ZamberlettiInternational Conference on Web Information Systems and Technologies (WEBIST 2015), Rome, Italy, 2016.
[pdf][bibtex] - Deep Neural Networks for Page Stream Segmentation and Classification
Ignazio Gallo,Lucia Noce , Alessandro Zamberlettiand Alessandro CalefatiProceedings of the International Conference on Digital Image Computing: Techniques and Applications (DICTA), Gold Coast, Australia, 2016.
[pdf][bibtex] - Fairs for e-commerce: the benefits of aggregating buyers and sellers
Pierluigi Gallo ,Francesco Randazzo and Ignazio GalloArXiv e-prints, 2016.
[pdf][bibtex] - Embedded Textual Content for Document Image Classification with Convolutional Neural Networks
Lucia Noce , Ignazio Gallo, Alessandro Zamberlettiand Alessandro CalefatiProceedings of the 16th ACM Symposium on Document Engineering (DocEng 2016), Wien, Austria, 2016.
[pdf][bibtex]
2015
- Robust Angle Invariant GAS meter reading
Ignazio Gallo, Alessandro Zamberlettiand Lucia Noce International Conference on Digital Image Computing: Techniques and Applications (DICTA 2015), Adelaide, Australia , 2015.
[pdf][bibtex] [poster] [demo] - Combining Textual and Visual Features to Identify Anomalous User-generated Content
Lucia Noce , Ignazio Galloand Alessandro Zamberletti16th International Conference on Intelligent Text Processing and Computational Linguistics (CICLing 2015), Cairo, Egypt, 2015.
[pdf][bibtex] [poster] - Augmented Text Character Proposals and Convolutional Neural Networks for Text Spotting from Scene Images
Alessandro Zamberletti, Ignazio Galloand Lucia Noce Asian Conference on Pattern Recognition (ACPR 2015), Kuala Lumpur, Malaysia, 2015.
[pdf][bibtex] [poster] - Content Extraction from Marketing Flyers
Ignazio Gallo, Alessandro Zamberlettiand Lucia Noce Computer Analysis of Images and Patterns (CAIP 2015), Valetta, Malta, 2015.
[pdf][bibtex] [poster] - Neural 1D Barcode Detection Using the Hough Transform
Alessandro Zamberletti, Ignazio Gallo, Simone Albertiniand Lucia Noce IPSJ Transactions on Computer Vision and Applications, 2015.
[pdf][bibtex]
2014
- Interactive Object Class Segmentation for Mobile Devices
Ignazio Gallo, Alessandro Zamberlettiand Lucia Noce 27th Conference on Graphics, Patterns and Images (SIBGRAPI 2014), Rio de Janeiro, Brazil, 2014.
[pdf][bibtex] - High Entropy Ensembles for Holistic Figure-ground Segmentation
Ignazio Gallo, Alessandro Zamberletti, Simone Albertiniand Lucia Noce 25th British Machine Vision Conference (BMVC 2014), Nottingham, UK, 2014.
[pdf][bibtex] [poster] - Text Localization based on Fast Feature Pyramids and Multi-resolution Maximally Stable Extremal Regions
Alessandro Zamberletti,Lucia Noce and Ignazio Gallo1st International Workshop on Robust Reading (IWRR 2014, in conjunction with ACCV 2014), Singapore, 2014.
[pdf][bibtex] - Automatic Prediction of Future Business Conditions
Lucia Noce , Alessandro Zamberletti, Ignazio Gallo, Gabriele Piccoliand Joaquin Alfredo Rodriguez 9th International Conference on Natural Language Processing (PolTAL 2014), Warsaw, Poland, 2014.
[pdf][bibtex][dataset] - Unsupervised feature learning for sentiment classification of short documents
Simone Albertini, Alessandro Zamberlettiand Ignazio GalloJournal for Language Technology and Computational Linguistics (JLCL), 2014.
[pdf][bibtex]
2013
- Sparse unsupervised feature learning for sentiment classification of short documents
Simone Albertini, Alessandro Zamberlettiand Ignazio GalloThe 2nd workshop on Practice and Theory of Opinion mining and Sentiment analysis (PATHOS2013), in GSCL, Darmstadt, Germany, 2013.
[pdf] [slides] - Visual Attribute Extraction Using Human Pose Estimation
Angelo Nodari, Marco Vanettiand Ignazio GalloProceedings of the 6th Iberian Conference on Pattern Recognition and Image Analysis (IbPRIA2013), Madeira, Portugal, 2013.
[pdf][doi][bibtex] - Multi-net System Configuration for Visual Object Segmentation by Error Backpropagation
Ignazio Gallo, Marco Vanetti, Simone Albertiniand Angelo NodariProceedings of the 6th Iberian Conference on Pattern Recognition and Image Analysis (IbPRIA2013), Madeira, Portugal, 2013.
[pdf][doi][bibtex] - Unsupervised Feature Learning using Self-Organizing Maps
Marco Vanetti, Ignazio Galloand Angelo NodariProceedings of the 8th International Conference on Computer Vision Theory and Applications (VISAPP2013), pages 209-218, Barcelona, Spain, 2013.
[bibtex] - GAS Meter Reading from Real World Images using a Multi-net System
Marco Vanetti, Ignazio Galloand Angelo NodariPattern Recognition Letters, 2013.
[doi] [demo] - Robust Angle Invariant 1D Barcode Detection
Alessandro Zamberletti, Ignazio Galloand Simone AlbertiniProceedings of the 2nd Asian Conference on Pattern Recognition (ACPR2013), Okinawa, Japan, 2013.
[pdf][bibtex][dataset] [poster] [demo] [code]
2012
- A mobile visual search application for content based image retrieval in the fashion domain
Angelo Nodari,Matteo Ghiringhelli , Alessandro Zamberletti, Simone Albertini, Marco Vanettiand Ignazio GalloThe International Workshop on Content-based Multimedia Indexing (CBMI2012), Annency, France, 2012.
[pdf][bibtex] - Learning Object Segmentation using a Multi Network Segment Classification Approach
Simone Albertini, Ignazio Gallo, Marco Vanettiand Angelo NodariProceedings of the International Conference on Computer Vision Theory and Applications (VISAPP2012), Rome, Italy, 2012.
[pdf][bibtex][dataset] [slides] - Color and Texture Indexing using an Object Segmentation Approach
Angelo Nodari, Ignazio Gallo, Marco Vanettiand Simone AlbertiniEANN/AIAI Special Issue of the Engineering Intelligent Systems Journal, 2012.
[pdf] - Digital Privacy Replacing Pedestrians from Google Street View Images
Angelo Nodari, Marco Vanettiand Ignazio GalloProceedings of the 21st International Conference on Pattern Recognition (ICPR2012), Tsukuba, Japan, 2012.
[pdf] - Automatic Visual Attributes Extraction from Web Offers Images
Angelo Nodari, Ignazio Galloand Marco VanettiProceedings of Computational Modeling of Objects Presented in Images: Fundamentals, Methods and Applications (CompIMAGE2012), Rome, Italy, 2012.
[pdf][bibtex] - Fast Tree Leaf Images Retrieval using a Probabilistic Multi-class Support Vector Machine
Ignazio Gallo, Alessandro Zamberletti, Simone Albertini, Angelo Nodariand Marco VanettiProceedings of the 3rd International Conference on Multilingual and Multimodal Information Access Evaluation (CLEF2012), Rome, Italy, 2012.
[pdf][bibtex] - A new query suggestion algorithm for taxonomy-based search engines
Roberto Zanon , Simone Albertini, Moreno Carulloand Ignazio GalloProceedings of the International Conference on Knowledge Discovery and information Retrieval (KDIR2012), Barcelona, Spain, 2012.
[pdf][bibtex] [slides] - Unsupervised Self-Organizing Texture Descriptor
Marco Vanetti, Ignazio Galloand Angelo NodariProceedings of Computational Modeling of Objects Presented in Images: Fundamentals, Methods and Applications (CompIMAGE2012), Rome, Italy, 2012.
[pdf] - Classification of Segmented Objects through a Multi-Net Approach
Alessandro Zamberletti, Ignazio Gallo, Simone Albertini, Marco Vanettiand Angelo NodariThe 5th INNS IAPR TC3 GIRPR International Workshop on Artificial Neural Networks in Pattern Recognition (ANNPR2012), Trento, Italy, 2012.
[pdf][bibtex]
2011
- Object Segmentation using Multiple Neural Networks for Commercial Offers Visual Search
Ignazio Gallo, Angelo Nodariand Marco VanettiProceedings of the Engineering Applications of Neural Networks Conference (EANN2011), pages 209-218, Corfu, Greece, 2011.
[pdf][doi][bibtex][dataset] - A Multi-Neural Network Approach to Image Detection and Segmentation of Gas Meter Counter
Angelo Nodariand Ignazio GalloProceedings of the Conference on Machine Vision Applications (MVA2011), 2011.
[pdf][dataset] [demo] - Neural Image Restoration For Decoding 1-D Barcodes Using Common Camera Phones
Alessandro Zamberletti, Ignazio Gallo, Moreno Carulloand Elisabetta BinaghiComputer Vision, Imaging and Computer Graphics. Theory and Applications, Springer Berlin Heidelberg, 2011.
[pdf][bibtex][project][dataset] [demo] - Learning Object Detection using Multiple Neural Netwoks
Ignazio Galloand Angelo NodariProceedings of the International Conference on Computer Vision Theory and Applications (VISAPP2011), Algarve, Portugal, 2011.
[pdf]
2010
- An Improvement of Shape Context Algorithm in Image Retrieval: Key Sample Point Selection
Angelo Nodari, Elisabetta Binaghi, Moreno Carulloand Ignazio GalloProceedings of the Signal Procesing, Pattern Recognition and Applications (SPPRA2010), Innsbruck, Austria, 2010. - Neural Image Restoration For Decoding 1-D Barcodes Using Common Camera Phones
Alessandro Zamberletti, Ignazio Gallo, Moreno Carulloand Elisabetta BinaghiProceedings of the International Conference on Computer Vision Theory and Applications (VISAPP2010), Angers, France, 2010.
[pdf][project][dataset] [demo]
2009
- Soft Categorization and Annotation of Images With Radial Basis Function Networks
Moreno Carullo, Elisabetta Binaghiand Ignazio GalloProceedings of the International Conference on Computer Vision Theory and Applications (VISAPP2009), Lisboa, Portugal, 2009.
[pdf] - An Online Document Clustering Technique for Short Web Contents
Moreno Carullo, Elisabetta Binaghiand Ignazio GalloPattern Recognition Letters, Volume 30, Issue 10, pages 870-876, 2009.
2008
- Named Entity Recognition by Neural Sliding Window
Ignazio Gallo, Elisabetta Binaghi, Moreno Carulloand Nicola Lamberti The 8th IAPR Workshop on Document Analysis Systems (DAS2008), pages 567-573, Nara, Japan, 2008.
[pdf] - Clustering of Short Commercial Documents for the Web
Moreno Carullo, Elisabetta Binaghi, Ignazio Galloand Nicola Lamberti Proceedings of the 19th International Conference on Pattern Recognition (ICPR2008), Tampa, Florida, 2008.
[pdf] - Text categorization of commercial web pages
Elisabetta Binaghi, Moreno Carullo, Ignazio Galloand Massimiliano Madaio Proceedings of the IASTED Conference on Artificial Intelligence and Applications (AIA2008), pages 7-11, Innsbruck, Austria, 2008.
[pdf]
2007
- Information Extraction and Classification from Free Text Using a Neural Approach
Ignazio Galloand Elisabetta BinaghiProceedings of the 12th Iberoamerican Congress on Pattern Recognition (CIARP2007), pages 911-929, Vina del Mar - Valparaiso, Chile, 2007.
[pdf]