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Marcella Cornia

Marcella Cornia

Position at AImageLab:

Assistant Professor (RTD)
Dipartimento di Educazione e Scienze Umane, Reggio Emilia, Italy

Email:

marcella_DOT_cornia_AT_unimore_DOT_it

Phone:

+39-059-2058790

Marcella Cornia

Marcella Cornia received the M.Sc. degree in Computer Engineering and the Ph.D. degree in Information and Communication Technologies from the University of Modena and Reggio Emilia in 2016 and 2020, respectively. In 2020 she received the Young Researcher Award for the category "Artificial Intelligence and Big Data" from "Gruppo 2003 per la Ricerca Scientifica" and in 2021 she was awarded by CVPL, the Italian Association for Computer Vision, Pattern Recognition and Machine Learning, for the best Ph.D. thesis. She is currently a Tenure-Track Assistant Professor at the Department of Education and Humanities of the University of Modena and Reggio Emilia. She has authored or coauthored more than 50 publications in scientific journals and international conference proceedings and serves as Associate Editor for IEEE Robotics and Automation Letters (RA-L). Her research interests include vision-and-language, attentive and saliency models, and computer vision solutions applied to the fashion domain. She regularly serves as a reviewer for top-tier conferences and journals in computer vision, multimedia, and artificial intelligence fields, including CVPR, ICCV, ECCV, IEEE Transactions on Pattern Analysis and Machine Intelligence (IEEE TPAMI), IEEE Transactions on Multimedia (IEEE TMM), and IEEE Transactions on Image Processing (IEEE TIP). She also co-organized different workshops and tutorials, including the "1st International Workshop and Challenge on People Analysis: From Face, Body and Fashion to 3D Virtual Avatars" at ECCV 2022, the "Towards a Complete Analysis of People: From Face and Body to Clothes" workshop at ICPR 2022 and ICIAP 2021, and the "Vision, Language and Action: from Captioning to Embodied AI" tutorial at ICIAP 2021 and ICIAP 2019.

Keywords: Image Captioning, Vision and Language, Saliency and Attentive Models, AI for Fashion, Computer Vision, Deep Learning, Artificial Intelligence.

Google Scholar  GitHub  ResearchGate

 

Journals reviewing

  • IEEE Transactions on Pattern Analysis and Machine Intelligence
  • IEEE Transactions on Image Processing
  • IEEE Transactions on Multimedia
  • International Journal on Computer Vision
  • Pattern Recognition
  • Computer Vision and Image Understanding
  • ACM Transactions on Multimedia Computing Communications and Applications
  • Pattern Recognition Letters
  • Machine Vision and Applications
  • IEEE Robotics and Automation Letters
  • IEEE Signal Processing Letters

Other academic services

Grants and awards

  • Best PhD Thesis Award from CVPL ("Associazione Italiana per la ricerca in Computer Vision, Pattern Recognition e Machine Learning"), 2021.
  • Young Researcher Award for the category "Artificial Intelligence and Big Data" from "Gruppo 2003 per la Ricerca Scientifica", 2020.
  • Special Mention for the Best PhD Thesis "Marco Cadoli" Award from the Italian Association for Artificial Intelligence (AIxIA), 2020.
  • Certificate of merit for national and international research from University of Modena and Reggio Emilia, 2019.
  • Travel award for Women in Computer Vision, IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (Long Beach, United States), 2019.
  • Travel award for Women in Computer Vision, European Conference on Computer Vision Workshops (Munich, Germany), 2018.
  • Runner-up, Best Paper Award at International Summer School on Artificial Intelligence (Udine, Italy), 2018.
  • Travel award for Women in Computer Vision, IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (Salt Lake City, United States), 2018.
  • First place at LSUN Saliency Prediction Challenge, IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (Honolulu, United States), 2017.
  • Travel award for Women in Computer Vision, IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (Las Vegas, United States), 2016.
  • NVIDIA Hardware Grant with the donation of one Titan X GPU at Women in Computer Vision, IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (Las Vegas, United States), 2016.

Teaching activities

  • Web Environment Design graduate course, at Department of Education and Humanities, University of Modena and Reggio Emilia (2021-2022, 2022-2023).
  • Foundations of Informatics graduate course, at Department of Education and Humanities, University of Modena and Reggio Emilia (2022-2023).
  • Information Technology ungraduate course, at Department of Education and Humanities, University of Modena and Reggio Emilia (2020-2021, 2021-2022).
  • Teaching assistant for the Computer Architecture undergraduate course, at University of Modena and Reggio Emilia (2019-2020).
  • Laboratory lecturer for the Computer Vision graduate course, at University of Modena and Reggio Emilia (2017-2018, 2018-2019).

Research Projects

Research Activities

Publications

1 Sarto, Sara; Barraco, Manuele; Cornia, Marcella; Baraldi, Lorenzo; Cucchiara, Rita "Positive-Augmented Constrastive Learning for Image and Video Captioning Evaluation" Proceedings of the 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition, Vancouver, Jun 18-22, 2023 Conference
2 Bigazzi, Roberto; Cornia, Marcella; Cascianelli, Silvia; Baraldi, Lorenzo; Cucchiara, Rita "Embodied Agents for Efficient Exploration and Smart Scene Description" Proceedings of the IEEE International Conference on Robotics and Automation (ICRA), London, 29 May - 2 June 2023, 2023 Conference
3 Moratelli, Nicholas; Barraco, Manuele; Morelli, Davide; Cornia, Marcella; Baraldi, Lorenzo; Cucchiara, Rita "Fashion-Oriented Image Captioning with External Knowledge Retrieval and Fully Attentive Gates" SENSORS, vol. 23, pp. 1 -16 , 2023 Journal
4 Sarto, Sara; Cornia, Marcella; Baraldi, Lorenzo; Cucchiara, Rita "Retrieval-Augmented Transformer for Image Captioning" Proceedings of the 19th International Conference on Content-based Multimedia Indexing, Graz, Austria, Sept. 14-16, 2022, 2022 Conference
5 Messina, Nicola; Stefanini, Matteo; Cornia, Marcella; Baraldi, Lorenzo; Falchi, Fabrizio; Amato, Giuseppe; Cucchiara, Rita "ALADIN: Distilling Fine-grained Alignment Scores for Efficient Image-Text Matching and Retrieval" Proceedings of the 19th International Conference on Content-based Multimedia Indexing, Graz, Austria, Sept. 14-16, 2022, 2022 Conference
6 Cascianelli, Silvia; Pippi, Vittorio; Maarand, Martin; Cornia, Marcella; Baraldi, Lorenzo; Kermorvant, Christopher; Cucchiara, Rita "The LAM Dataset: A Novel Benchmark for Line-Level Handwritten Text Recognition" Proceedings of the 26th International Conference on Pattern Recognition, Montréal Québec, August 21-25, 2022, 2022 Conference
7 Landi, Federico; Bigazzi, Roberto; Cornia, Marcella; Cascianelli, Silvia; Baraldi, Lorenzo; Cucchiara, Rita "Spot the Difference: A Novel Task for Embodied Agents in Changing Environments" Proceedings of the 26th International Conference on Pattern Recognition, Montréal Québec, August 21-25, 2022, 2022 Conference
8 Barraco, Manuele; Stefanini, Matteo; Cornia, Marcella; Cascianelli, Silvia; Baraldi, Lorenzo; Cucchiara, Rita "CaMEL: Mean Teacher Learning for Image Captioning" Proceedings of the 26th International Conference on Pattern Recognition, Montréal Québec, August 21-25, 2022, 2022 Conference
9 Barraco, Manuele; Cornia, Marcella; Cascianelli, Silvia; Baraldi, Lorenzo; Cucchiara, Rita "The Unreasonable Effectiveness of CLIP features for Image Captioning: an Experimental Analysis" IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, New Orleans, Louisiana, June 19-24, 2022, 2022 | DOI: 10.1109/CVPRW56347.2022.00512 Conference
10 Bruno, Paolo; Amoroso, Roberto; Cornia, Marcella; Cascianelli, Silvia; Baraldi, Lorenzo; Cucchiara, Rita "Investigating Bidimensional Downsampling in Vision Transformer Models" Proceedings of the 21st International Conference on Image Analysis and Processing, vol. 13232, Lecce, Italy, pp. 287 -299 , 23 - 27 May 2022, 2022 | DOI: 10.1007/978-3-031-06430-2_24 Conference
11 Bigazzi, Roberto; Landi, Federico; Cascianelli, Silvia; Cornia, Marcella; Baraldi, Lorenzo; Cucchiara, Rita "Embodied Navigation at the Art Gallery" Proceedings of the 21st International Conference on Image Analysis and Processing, vol. 13231, Lecce, Italy, pp. 739 -750 , May 23-27, 2022, 2022 | DOI: 10.1007/978-3-031-06427-2_61 Conference
12 Cascianelli, Silvia; Cornia, Marcella; Baraldi, Lorenzo; Cucchiara, Rita "Boosting Modern and Historical Handwritten Text Recognition with Deformable Convolutions" INTERNATIONAL JOURNAL ON DOCUMENT ANALYSIS AND RECOGNITION, pp. 1 -15 , 2022 | DOI: 10.1007/s10032-022-00401-y Journal
13 Stefanini, Matteo; Cornia, Marcella; Baraldi, Lorenzo; Cascianelli, Silvia; Fiameni, Giuseppe; Cucchiara, Rita "From Show to Tell: A Survey on Deep Learning-based Image Captioning" IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, pp. 1 -10 , 2022 | DOI: 10.1109/TPAMI.2022.3148210 Journal
14 Bigazzi, Roberto; Landi, Federico; Cascianelli, Silvia; Baraldi, Lorenzo; Cornia, Marcella; Cucchiara, Rita "Focus on Impact: Indoor Exploration with Intrinsic Motivation" IEEE ROBOTICS AND AUTOMATION LETTERS, vol. 7, pp. 2985 -2992 , 2022 | DOI: 10.1109/LRA.2022.3145971 Journal
15 Morelli, Davide; Fincato, Matteo; Cornia, Marcella; Landi, Federico; Cesari, Fabio; Cucchiara, Rita "Dress Code: High-Resolution Multi-Category Virtual Try-On" Proceeding of the European Conference on Computer Vision (Lecture Notes in Computer Science), vol. 13668, Tel Aviv, October 23-27, 2022, 2022 | DOI: 10.1007/978-3-031-20074-8_20 Conference
16 Fenocchi, Emanuele; Morelli, Davide; Cornia, Marcella; Baraldi, Lorenzo; Cesari, Fabio; Cucchiara, Rita "Dual-Branch Collaborative Transformer for Virtual Try-On" Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, New Orleans, Louisiana, June 19-24, 2022, 2022 | DOI: 10.1109/CVPRW56347.2022.00246 Conference
17 Morelli, Davide; Fincato, Matteo; Cornia, Marcella; Landi, Federico; Cesari, Fabio; Cucchiara, Rita "Dress Code: High-Resolution Multi-Category Virtual Try-On" Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, New Orleans, Louisiana, June 19-24, 2022, 2022 | DOI: 10.1109/CVPRW56347.2022.00243 Conference
18 Cornia, Marcella; Baraldi, Lorenzo; Cucchiara, Rita "Explaining Transformer-based Image Captioning Models: An Empirical Analysis" AI COMMUNICATIONS, vol. 35, pp. 111 -129 , 2022 | DOI: 10.3233/AIC-210172 Journal
19 Cornia, Marcella; Tomei, Matteo; Baraldi, Lorenzo; Cucchiara, Rita "Matching Faces and Attributes Between the Artistic and the Real Domain: the PersonArt Approach" ACM TRANSACTIONS ON MULTIMEDIA COMPUTING, COMMUNICATIONS AND APPLICATIONS, vol. 18, pp. 1 -23 , 2022 | DOI: 10.1145/3490033 Journal
20 Fincato, Matteo; Cornia, Marcella; Landi, Federico; Cesari, Fabio; Cucchiara, Rita "Transform, Warp, and Dress: A New Transformation-Guided Model for Virtual Try-On" ACM TRANSACTIONS ON MULTIMEDIA COMPUTING, COMMUNICATIONS AND APPLICATIONS, vol. 18, pp. 1 -23 , 2022 | DOI: 10.1145/3491226 Journal
21 Landi, Federico; Baraldi, Lorenzo; Cornia, Marcella; Cucchiara, Rita "Working Memory Connections for LSTM" NEURAL NETWORKS, vol. 144, pp. 334 -341 , 2021 | DOI: 10.1016/j.neunet.2021.08.030 Journal
22 Bigazzi, Roberto; Landi, Federico; Cornia, Marcella; Cascianelli, Silvia; Baraldi, Lorenzo; Cucchiara, Rita "Out of the Box: Embodied Navigation in the Real World" Proceedings of the 19th International Conference on Computer Analysis of Images and Patterns, Virtual, 27 September - 01 October 2021, 2021 | DOI: 10.1007/978-3-030-89128-2_5 Conference
23 Cascianelli, Silvia; Cornia, Marcella; Baraldi, Lorenzo; Piazzi, Maria Ludovica; Schiuma, Rosiana; Cucchiara, Rita "Learning to Read L'Infinito: Handwritten Text Recognition with Synthetic Training Data" Proceedings of the 19th International Conference on Computer Analysis of Images and Patterns, vol. 13053 LNCS, Virtual, pp. 340 -350 , 27 September - 01 October 2021, 2021 | DOI: 10.1007/978-3-030-89131-2_31 Conference
24 Landi, Federico; Baraldi, Lorenzo; Cornia, Marcella; Corsini, Massimiliano; Cucchiara, Rita "Multimodal Attention Networks for Low-Level Vision-and-Language Navigation" COMPUTER VISION AND IMAGE UNDERSTANDING, vol. 210, pp. 1 -10 , 2021 | DOI: 10.1016/j.cviu.2021.103255 Journal
25 Cagrandi, Marco; Cornia, Marcella; Stefanini, Matteo; Baraldi, Lorenzo; Cucchiara, Rita "Learning to Select: A Fully Attentive Approach for Novel Object Captioning" Proceedings of the ACM International Conference on Multimedia Retrieval, Taipei, Taiwan, pp. 437 -441 , August 21-24, 2021, 2021 | DOI: 10.1145/3460426.3463587 Conference
26 Poppi, Samuele; Cornia, Marcella; Baraldi, Lorenzo; Cucchiara, Rita "Revisiting The Evaluation of Class Activation Mapping for Explainability: A Novel Metric and Experimental Analysis" 2021 IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, Virtual, pp. 2299 -2304 , June 19-25, 2021, 2021 | DOI: 10.1109/CVPRW53098.2021.00260 Conference
27 Morelli, Davide; Cornia, Marcella; Cucchiara, Rita "FashionSearch++: Improving Consumer-to-Shop Clothes Retrieval with Hard Negatives" Proceedings of the 11th Italian Information Retrieval Workshop, IIR 2021, vol. 2947, Bari, Italy, September 13-15, 2021, 2021 Conference
28 Bigazzi, Roberto; Landi, Federico; Cornia, Marcella; Cascianelli, Silvia; Baraldi, Lorenzo; Cucchiara, Rita "Explore and Explain: Self-supervised Navigation and Recounting" Proceedings of the 25th International Conference on Pattern Recognition, Milan, Italy, 10-15 January 2021, 2020 | DOI: 10.1109/ICPR48806.2021.9412628 Conference
29 Stefanini, Matteo; Cornia, Marcella; Baraldi, Lorenzo; Cucchiara, Rita "A Novel Attention-based Aggregation Function to Combine Vision and Language" Proceedings of the 25th International Conference on Pattern Recognition, Milan, Italy, pp. 1212 -1219 , 10-15 January 2021, 2020 | DOI: 10.1109/ICPR48806.2021.9413269 Conference
30 Cornia, Marcella; Baraldi, Lorenzo; Tavakoli, Hamed R.; Cucchiara, Rita "A Unified Cycle-Consistent Neural Model for Text and Image Retrieval" MULTIMEDIA TOOLS AND APPLICATIONS, vol. 79, pp. 25697 -25721 , 2020 | DOI: 10.1007/s11042-020-09251-4 Journal
31 Cornia, Marcella; Stefanini, Matteo; Baraldi, Lorenzo; Cucchiara, Rita "Meshed-Memory Transformer for Image Captioning" 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition, Seattle, WA, USA, June 14-19, 2020 | DOI: 10.1109/CVPR42600.2020.01059 Conference
32 Cornia, Marcella; Baraldi, Lorenzo; Cucchiara, Rita "SMArT: Training Shallow Memory-aware Transformers for Robotic Explainability" International Conference on Robotics and Automation, Paris, France, pp. 1128 -1134 , May, 31 - June, 4, 2020 Conference
33 Cornia, Marcella; Stefanini, Matteo; Baraldi, Lorenzo; Corsini, Massimiliano; Cucchiara, Rita "Explaining Digital Humanities by Aligning Images and Textual Descriptions" PATTERN RECOGNITION LETTERS, vol. 129, pp. 166 -172 , 2020 | DOI: 10.1016/j.patrec.2019.11.018 Journal
34 Fincato, Matteo; Landi, Federico; Cornia, Marcella; Cesari, Fabio; Cucchiara, Rita "VITON-GT: An Image-based Virtual Try-On Model with Geometric Transformations" Proceedings of the 25th International Conference on Pattern Recognition, Milan, Italy, pp. 7669 -7676 , 10-15 January 2021, 2020 | DOI: 10.1109/ICPR48806.2021.9412052 Conference
35 Cornia, Marcella "Imparare a descrivere gli oggetti salienti presenti nelle immagini tramite la visione e il linguaggio" 2020 Other
36 Pini, Stefano; Cornia, Marcella; Bolelli, Federico; Baraldi, Lorenzo; Cucchiara, Rita "M-VAD Names: a Dataset for Video Captioning with Naming" MULTIMEDIA TOOLS AND APPLICATIONS, vol. 78, pp. 14007 -14027 , 2019 | DOI: 10.1007/s11042-018-7040-z Journal
37 Tomei, Matteo; Cornia, Marcella; Baraldi, Lorenzo; Cucchiara, Rita "Image-to-Image Translation to Unfold the Reality of Artworks: an Empirical Analysis" Image Analysis and Processing – ICIAP 2019, Trento, Italy, pp. 741 -752 , 9-13 September, 2019, 2019 | DOI: 10.1007/978-3-030-30645-8_67 Conference
38 Stefanini, Matteo; Cornia, Marcella; Baraldi, Lorenzo; Corsini, Massimiliano; Cucchiara, Rita "Artpedia: A New Visual-Semantic Dataset with Visual and Contextual Sentences in the Artistic Domain" Image Analysis and Processing – ICIAP 2019, Trento, Italy, pp. 729 -740 , 9-13 September, 2019, 2019 | DOI: 10.1007/978-3-030-30645-8_66 Conference
39 Tomei, Matteo; Baraldi, Lorenzo; Cornia, Marcella; Cucchiara, Rita "What was Monet seeing while painting? Translating artworks to photo-realistic images" Computer Vision – ECCV 2018 Workshops, Munich, Germany, 8-14 September 2018, 2019 | DOI: 10.1007/978-3-030-11012-3_46 Conference
40 Carraggi, Angelo; Cornia, Marcella; Baraldi, Lorenzo; Cucchiara, Rita "Visual-Semantic Alignment Across Domains Using a Semi-Supervised Approach" Computer Vision – ECCV 2018 Workshops, vol. 11134, Munich, Germany, pp. 625 -640 , 8-14 September 2018, 2019 | DOI: 10.1007/978-3-030-11024-6_47 Conference
41 Cornia, Marcella; Baraldi, Lorenzo; Rezazadegan Tavakoli, Hamed; Cucchiara, Rita "Towards Cycle-Consistent Models for Text and Image Retrieval" Computer Vision – ECCV 2018 Workshops, Munich, Germany, 8-14 September 2018, 2019 | DOI: 10.1007/978-3-030-11018-5_58 Conference
42 Cornia, Marcella; Baraldi, Lorenzo; Cucchiara, Rita "Show, Control and Tell: A Framework for Generating Controllable and Grounded Captions" 2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition, vol. 2019-, Long Beach, CA, USA, pp. 8299 -8308 , June 16-20 2019, 2019 | DOI: 10.1109/CVPR.2019.00850 Conference
43 Tomei, Matteo; Cornia, Marcella; Baraldi, Lorenzo; Cucchiara, Rita "Art2Real: Unfolding the Reality of Artworks via Semantically-Aware Image-to-Image Translation" 2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition, vol. 2019-, Long Beach, CA, USA, pp. 5842 -5852 , June 16-20 2019, 2019 | DOI: 10.1109/CVPR.2019.00600 Conference
44 Alletto, Stefano; Cornia, Marcella; Baraldi, Lorenzo; Serra, Giuseppe; Cucchiara, Rita "Recognizing social relationships from an egocentric vision perspective" MULTIMODAL BEHAVIOR ANALYSIS IN THE WILD: ADVANCES AND CHALLENGES, pp. 199 -224 , 2019 | DOI: 10.1016/B978-0-12-814601-9.00015-8 Chapter in Book
45 Baraldi, Lorenzo; Cornia, Marcella; Grana, Costantino; Cucchiara, Rita "Aligning Text and Document Illustrations: towards Visually Explainable Digital Humanities" Proceedings of the 24th International Conference on Pattern Recognition, Beijing, China, pp. 1097 -1102 , August 20th-24th, 2018, 2018 | DOI: 10.1109/ICPR.2018.8545064 Conference
46 Cornia, Marcella; Abati, Davide; Baraldi, Lorenzo; Palazzi, Andrea; Calderara, Simone; Cucchiara, Rita "Attentive Models in Vision: Computing Saliency Maps in the Deep Learning Era" INTELLIGENZA ARTIFICIALE, vol. 12, y, pp. 161 -175 , z, 2018 | DOI: 10.3233/IA-170033 Journal
47 Cornia, Marcella; Baraldi, Lorenzo; Serra, Giuseppe; Cucchiara, Rita "Predicting Human Eye Fixations via an LSTM-based Saliency Attentive Model" IEEE TRANSACTIONS ON IMAGE PROCESSING, vol. 27, pp. 5142 -5154 , 2018 | DOI: 10.1109/TIP.2018.2851672 Journal
48 Cornia, Marcella; Baraldi, Lorenzo; Serra, Giuseppe; Cucchiara, Rita "SAM: Pushing the Limits of Saliency Prediction Models" 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, Salt Lake City, pp. 1971 -1973 , June 18-22 2018, 2018 | DOI: 10.1109/CVPRW.2018.00250 Conference
49 Cornia, Marcella; Pini, Stefano; Baraldi, Lorenzo; Cucchiara, Rita "Automatic Image Cropping and Selection using Saliency: an Application to Historical Manuscripts" Digital Libraries and Multimedia Archives, vol. 806, Udine, pp. 169 -179 , January 25-26, 2018, 2018 | DOI: 10.1007/978-3-319-73165-0_17 Conference
50 Cornia, Marcella; Baraldi, Lorenzo; Serra, Giuseppe; Cucchiara, Rita "Paying More Attention to Saliency: Image Captioning with Saliency and Context Attention" ACM TRANSACTIONS ON MULTIMEDIA COMPUTING, COMMUNICATIONS AND APPLICATIONS, vol. 14, pp. 1 -21 , 2018 | DOI: 10.1145/3177745 Journal
51 Pini, Stefano; Ben Ahmed, Olfa; Cornia, Marcella; Baraldi, Lorenzo; Cucchiara, Rita; Huet, Benoit "Modeling Multimodal Cues in a Deep Learning-based Framework for Emotion Recognition in the Wild" Proceedings of the 19th ACM International Conference on Multimodal Interaction, Glasgow, Scotland, pp. 536 -543 , November 13-17th, 2017, 2017 | DOI: 10.1145/3136755.3143006 Conference
52 Cornia, Marcella; Abati, Davide; Baraldi, Lorenzo; Palazzi, Andrea; Calderara, Simone; Cucchiara, Rita "Attentive Models in Vision: Computing Saliency Maps in the Deep Learning Era" AI*IA 2017 Advances in Artificial Intelligence, vol. 10640, Bari, Italy, pp. 387 -399 , November 14-17, 2017, 2017 | DOI: 10.1007/978-3-319-70169-1_29 Conference
53 Pini, Stefano; Cornia, Marcella; Baraldi, Lorenzo; Cucchiara, Rita "Towards Video Captioning with Naming: a Novel Dataset and a Multi-Modal Approach" Image Analysis and Processing - ICIAP 2017, vol. 10485, Catania, Italy, pp. 384 -395 , 11-15 September 2017, 2017 | DOI: 10.1007/978-3-319-68548-9_36 Conference
54 Cornia, Marcella; Baraldi, Lorenzo; Serra, Giuseppe; Cucchiara, Rita "Visual Saliency for Image Captioning in New Multimedia Services" Multimedia & Expo Workshops (ICMEW), 2017 IEEE International Conference on, Hong Kong, pp. 309 -314 , July 10-14, 2017, 2017 | DOI: 10.1109/ICMEW.2017.8026277 Conference
55 Cornia, Marcella; Baraldi, Lorenzo; Serra, Giuseppe; Cucchiara, Rita "A Deep Multi-Level Network for Saliency Prediction" Pattern Recognition (ICPR), 2016 23rd International Conference on, Cancun, Mexico, 4-8 Dec 2016, 2016 | DOI: 10.1109/ICPR.2016.7900174 Conference
56 Cornia, Marcella; Baraldi, Lorenzo; Serra, Giuseppe; Cucchiara, Rita "Multi-Level Net: a Visual Saliency Prediction Model" Computer Vision – ECCV 2016 Workshops, vol. 9914, Amsterdam, The Netherlands, pp. 302 -315 , October 9th, 2016, 2016 | DOI: 10.1007/978-3-319-48881-3_21 Conference