Updated list of pubblications
2024
- A Large Dataset to Enhance Skin Cancer Classification With Transformer-Based Deep Neural Networks
Mirco Gallazzi, Biavaschi, Sara, Bulgheroni, Alessandro, Gatti, Tommaso M., Silvia Corchs and Ignazio Gallo
IEEE ACCESS, 2024.
[pdf][bibtex][dataset] [demo] [code]
- Distortion-aware super-resolution for planetary exploration images
Nicola Landro, Ignazio Gallo, Pelosi, Filippo, Riccardo La Grassa and Rehman Anwar Ur
Proceedings Volume 13072, Sixteenth International Conference on Machine Vision (ICMV 2023), 2024.
- Enhancing crop segmentation in satellite image time-series with transformer networks
Ignazio Gallo, Gatti, Mattia, Nicola Landro, Lo Schiavo, Christian, Mirco Boschetti, Riccardo La Grassa and Rehman Anwar Ur
Proceedings Volume 13072, Sixteenth International Conference on Machine Vision (ICMV 2023), 2024.
- In-season and Dynamic Crop Mapping for Sustainable Agriculture Leveraging Sentinel-2 Data and Deep Neural Networks
Ignazio Gallo and Mirco Boschetti
EO for Agriculture under Pressure 2024 Workshop, 2024.
- Thinking is Like Processing a Sequence of Spatial and Temporal Words
Ignazio Gallo and Silvia Corchs
2024 International Joint Conference on Neural Networks (IJCNN), 2024.
[pdf][bibtex] [code]
- Cross-pollination of knowledge for object detection in domain adaptation for industrial automation
Rehman Anwar Ur and Ignazio Gallo
INTERNATIONAL JOURNAL OF INTELLIGENT ROBOTICS AND APPLICATIONS, 2024.
2023
- YOLOLens: A Deep Learning Model Based on Super-Resolution to Enhance the Crater Detection of the Planetary Surfaces
Riccardo La Grassa and Ignazio Gallo
Remote Sensing , 2023.
[pdf][bibtex]
- Deep Object Detection of Crop Weeds: Performance of YOLOv7 on a Real Case Dataset from UAV Images
Ignazio Gallo, Rehman Anwar Ur, Ramin Heidarian Dehkordi, Nicola Landro, Riccardo La Grassa and Mirco Boschetti
Remote Sensing , 2023.
[pdf][bibtex]
- A template-independent approach for information extraction in real estate documents
Nicola Landro, Destro, Gabriele, Taverni, Stefano and Ignazio Gallo
CEUR Workshop Proceedings (CEUR-WS.org), 2023.
- Deep Object Detection of Crop Weeds: Performance of YOLOv7 on a Real Case Dataset from UAV Images
Ignazio Gallo, Rehman Anwar Ur, Dehkordi, Ramin Heidarian, Nicola Landro, Riccardo La Grassa and Mirco Boschetti
Remote Sensing, 2023.
- A Food Package Recognition Framework for Enhancing Efficiency Leveraging the Object Detection Model
Rehman Anwar Ur, Ignazio Gallo and Lorenzo, Pengue
2023 28th International Conference on Automation and Computing (ICAC), 2023.
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 Grassa and Mirco Boschetti
ISPRS Journal of Photogrammetry and Remote Sensing , 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]
- Two New Datasets for Italian-Language Abstractive Text Summarization
Nicola Landro, Ignazio Gallo, Riccardo La Grassa and Edoardo Federici
Information, 2022.
[pdf][bibtex][dataset] [code]
- Food Recommendations for Reducing Water Footprint
Ignazio Gallo, Nicola Landro, Riccardo La Grassa and Andrea Turconi
Sustainability, 2022.
[pdf][bibtex][dataset] [code]
2021
- Combining Optimization Methods Using an Adaptive Meta Optimizer
Nicola Landro, Ignazio Gallo and Riccardo La Grassa
Algorithms, 2021.
[pdf][bibtex] [code]
- Visual Word Embedding for Text Classification
Ignazio Gallo, Shah Nawaz, Nicola Landro and Riccardo La Grassa
Pattern Recognition. ICPR International Workshops and Challenges (ICPR2021), Milan, Italy, 2021.
[pdf][bibtex] [code]
- 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 Landro and Mirco Boschetti
ISPRS International Journal of Geo-Information, 2021.
[pdf][bibtex] [code]
- Learn class hierarchy using convolutional neural networks
Riccardo La Grassa, Ignazio Gallo and Nicola Landro
Applied Intelligence (2021), 2021.
[pdf][bibtex] [code]
- Is One Teacher Model Enough to Transfer Knowledge to a Student Model?
Nicola Landro, Ignazio Gallo and Riccardo La Grassa
Algorithms, 2021.
[pdf][bibtex] [code]
- EnGraf-Net: Multiple Granularity Branch Network with Fine-Coarse Graft Grained for Classification Task
Riccardo La Grassa, Ignazio Gallo and Nicola Landro
Computer 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 Gallo and Nicola Landro
Neurocomputing, 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]
- Ocmst: One-class novelty detection using convolutional neural network and minimum spanning trees
Riccardo La Grassa, Ignazio Gallo and Nicola Landro
Pattern Recognition Letters, 2021.
[pdf][bibtex] [code]
- Learning to Navigate in the Gaussian Mixture Surface
Riccardo La Grassa, Ignazio Gallo, Calogero Vetro and Nicola Landro
Computer Analysis of Images and Patterns (CAIP 2021), 2021.
[pdf][bibtex] [code]
2020
- Dynamic Decision Boundary for One-class Classifiers applied to non-uniformly Sampled Data
Riccardo La Grassa, Ignazio Gallo and Nicola Landro
International 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 Landro and Riccardo La Grassa
International 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 Landro and Riccardo La Grassa
International Conference on Image and Vision Computing New Zealand (IVCNZ 2020), Wellington, New Zealand, 2020.
[pdf][bibtex] [code]
2019
- Aiding Intra-Text Representations with Visual Context for Multimodal Named Entity Recognition
Omer Arshad, Ignazio Gallo, Shah Nawaz and Alessandro Calefati
2019 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 Calefati and Dimitri Ognibene
Proceedings of 18th International Conference on Computer Analysis of Images and Patterns, CAIP 2019, Salerno, Italy, 2019.
[pdf][bibtex]
- Do Cross Modal Systems Leverage Semantic Relationships?
Shah Nawaz, M. Kamran Janjua, Ignazio Gallo, Arif Mahmood, Alessandro Calefati and Faisal Shafait
ICCV 2019 Workshop on Cross-Modal Learning in Real World, Seoul, Korea, 2019.
[pdf][bibtex]
- Picture What you Read
Ignazio Gallo, Shah Nawaz, Alessandro Calefati, Riccardo La Grassa and Nicola Landro
2019 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 Calefati and 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 Landro and Ignazio Gallo
2019 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 Gallo and Shah Nawaz
2019 International Conference on Digital Image Computing: Techniques and Applications (DICTA), Perth, Australia, 2019.
[pdf][doi][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 Calefati
2019 International Conference on Digital Image Computing: Techniques and Applications (DICTA), Perth, Australia, 2019.
[pdf][bibtex]
2018
- Learning Fused Representations for Large Scale Multi-modal Classification
Shah Nawaz, Alessandro Calefati, Muhammad Kamran Janjua, M. U. Anwaar and Ignazio Gallo
IEEE Sensors Letters, 2018.
[pdf][doi][bibtex]
- A Pipeline to Improve Face Recognition Datasets and Applications
Ignazio Gallo, Shah Nawaz, Alessandro Calefati and Gabriele Piccoli
2018 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 Nawaz and 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 Nawaz and Ignazio Gallo
British 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 Gallo
4th 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 Gallo
13th IAPR International Workshop on Document Analysis Systems, Vienna, Austria, 2018.
[pdf][bibtex]
2017
2016
- Query and Product Suggestion for Price Comparison Search Engines Based on Query-product Click-through Bipartite Graphs
Lucia Noce, Ignazio Gallo and Alessandro Zamberletti
International Conference on Web Information Systems and Technologies (WEBIST 2015), Rome, Italy, 2016.
[pdf][bibtex]
- Using Convolutional Neural Networks for Content Extraction from Online Flyers
Alessandro Calefati, Ignazio Gallo, Alessandro Zamberletti and Lucia Noce
Proceedings of the 16th ACM Symposium on Document Engineering (DocEng 2016), Wien, Austria, 2016.
[pdf][bibtex][dataset]
- Embedded Textual Content for Document Image Classification with Convolutional Neural Networks
Lucia Noce, Ignazio Gallo, Alessandro Zamberletti and Alessandro Calefati
Proceedings of the 16th ACM Symposium on Document Engineering (DocEng 2016), Wien, Austria, 2016.
[pdf][bibtex]
- Deep Neural Networks for Page Stream Segmentation and Classification
Ignazio Gallo, Lucia Noce, Alessandro Zamberletti and Alessandro Calefati
Proceedings 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 Gallo
ArXiv e-prints, 2016.
[pdf][bibtex]
2015
- Augmented Text Character Proposals and Convolutional Neural Networks for Text Spotting from Scene Images
Alessandro Zamberletti, Ignazio Gallo and Lucia Noce
Asian Conference on Pattern Recognition (ACPR 2015), Kuala Lumpur, Malaysia, 2015.
[pdf][bibtex] [poster]
- Robust Angle Invariant GAS meter reading
Ignazio Gallo, Alessandro Zamberletti and Lucia Noce
International Conference on Digital Image Computing: Techniques and Applications (DICTA 2015), Adelaide, Australia , 2015.
[pdf][bibtex] [poster] [demo]
- Neural 1D Barcode Detection Using the Hough Transform
Alessandro Zamberletti, Ignazio Gallo, Simone Albertini and Lucia Noce
IPSJ Transactions on Computer Vision and Applications, 2015.
[pdf][bibtex]
- Combining Textual and Visual Features to Identify Anomalous User-generated Content
Lucia Noce, Ignazio Gallo and Alessandro Zamberletti
16th International Conference on Intelligent Text Processing and Computational Linguistics (CICLing 2015), Cairo, Egypt, 2015.
[pdf][bibtex] [poster]
- Content Extraction from Marketing Flyers
Ignazio Gallo, Alessandro Zamberletti and Lucia Noce
Computer Analysis of Images and Patterns (CAIP 2015), Valetta, Malta, 2015.
[pdf][bibtex] [poster]
2014
- Text Localization based on Fast Feature Pyramids and Multi-resolution Maximally Stable Extremal Regions
Alessandro Zamberletti, Lucia Noce and Ignazio Gallo
1st International Workshop on Robust Reading (IWRR 2014, in conjunction with ACCV 2014), Singapore, 2014.
[pdf][bibtex]
- Interactive Object Class Segmentation for Mobile Devices
Ignazio Gallo, Alessandro Zamberletti and 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 Albertini and Lucia Noce
25th British Machine Vision Conference (BMVC 2014), Nottingham, UK, 2014.
[pdf][bibtex] [poster]
- Automatic Prediction of Future Business Conditions
Lucia Noce, Alessandro Zamberletti, Ignazio Gallo, Gabriele Piccoli and 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 Zamberletti and Ignazio Gallo
Journal for Language Technology and Computational Linguistics (JLCL), 2014.
[pdf][bibtex]
2013
- Unsupervised Feature Learning using Self-Organizing Maps
Marco Vanetti, Ignazio Gallo and Angelo Nodari
Proceedings 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 Gallo and Angelo Nodari
Pattern Recognition Letters, 2013.
[doi] [demo]
- Robust Angle Invariant 1D Barcode Detection
Alessandro Zamberletti, Ignazio Gallo and Simone Albertini
Proceedings of the 2nd Asian Conference on Pattern Recognition (ACPR2013), Okinawa, Japan, 2013.
[pdf][bibtex][dataset] [poster] [demo] [code]
- Multi-net System Configuration for Visual Object Segmentation by Error Backpropagation
Ignazio Gallo, Marco Vanetti, Simone Albertini and Angelo Nodari
Proceedings of the 6th Iberian Conference on Pattern Recognition and Image Analysis (IbPRIA2013), Madeira, Portugal, 2013.
[pdf][doi][bibtex]
- Visual Attribute Extraction Using Human Pose Estimation
Angelo Nodari, Marco Vanetti and Ignazio Gallo
Proceedings of the 6th Iberian Conference on Pattern Recognition and Image Analysis (IbPRIA2013), Madeira, Portugal, 2013.
[pdf][doi][bibtex]
- Sparse unsupervised feature learning for sentiment classification of short documents
Simone Albertini, Alessandro Zamberletti and Ignazio Gallo
The 2nd workshop on Practice and Theory of Opinion mining and Sentiment analysis (PATHOS2013), in GSCL, Darmstadt, Germany, 2013.
[pdf] [slides]
2012
- Learning Object Segmentation using a Multi Network Segment Classification Approach
Simone Albertini, Ignazio Gallo, Marco Vanetti and Angelo Nodari
Proceedings 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 Vanetti and Simone Albertini
EANN/AIAI Special Issue of the Engineering Intelligent Systems Journal, 2012.
[pdf]
- A mobile visual search application for content based image retrieval in the fashion domain
Angelo Nodari, Matteo Ghiringhelli, Alessandro Zamberletti, Simone Albertini, Marco Vanetti and Ignazio Gallo
The International Workshop on Content-based Multimedia Indexing (CBMI2012), Annency, France, 2012.
[pdf][bibtex]
- Unsupervised Self-Organizing Texture Descriptor
Marco Vanetti, Ignazio Gallo and Angelo Nodari
Proceedings of Computational Modeling of Objects Presented in Images: Fundamentals, Methods and Applications (CompIMAGE2012), Rome, Italy, 2012.
[pdf]
- Automatic Visual Attributes Extraction from Web Offers Images
Angelo Nodari, Ignazio Gallo and Marco Vanetti
Proceedings 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 Nodari and Marco Vanetti
Proceedings 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 Carullo and Ignazio Gallo
Proceedings of the International Conference on Knowledge Discovery and information Retrieval (KDIR2012), Barcelona, Spain, 2012.
[pdf][bibtex] [slides]
- Digital Privacy Replacing Pedestrians from Google Street View Images
Angelo Nodari, Marco Vanetti and Ignazio Gallo
Proceedings of the 21st International Conference on Pattern Recognition (ICPR2012), Tsukuba, Japan, 2012.
[pdf]
- Classification of Segmented Objects through a Multi-Net Approach
Alessandro Zamberletti, Ignazio Gallo, Simone Albertini, Marco Vanetti and Angelo Nodari
The 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 Nodari and Marco Vanetti
Proceedings 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 Nodari and Ignazio Gallo
Proceedings 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 Carullo and Elisabetta Binaghi
Computer 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 Gallo and Angelo Nodari
Proceedings 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 Carullo and Ignazio Gallo
Proceedings 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 Carullo and Elisabetta Binaghi
Proceedings of the International Conference on Computer Vision Theory and Applications (VISAPP2010), Angers, France, 2010.
[pdf][project][dataset] [demo]
2009
2008
- Named Entity Recognition by Neural Sliding Window
Ignazio Gallo, Elisabetta Binaghi, Moreno Carullo and 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 Gallo and 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 Gallo and 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 Gallo and Elisabetta Binaghi
Proceedings of the 12th Iberoamerican Congress on Pattern Recognition (CIARP2007), pages 911-929, Vina del Mar - Valparaiso, Chile, 2007.
[pdf]
