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 and 2022 she was respectively awarded by CVPL, the Italian Association for Computer Vision, Pattern Recognition and Machine Learning,  and by ECVA, the European Computer Vision Association, for the best Italian and European Ph.D. thesis in the Computer Vision field. She is currently an Associate Professor at the Department of Education and Humanities of the University of Modena and Reggio Emilia. She has authored or co-authored more than 80 publications in scientific journals and international conference proceedings. Her research interests include vision-and-language, multimodal learning, and saliency and attentive models. She is an ELLIS member and holds/has held the role of Associate Editor for the journals IEEE Robotics and Automation Letters (RA-L) and the European Journal on Artificial Intelligence, Area Chair for ICCV 2025, ECCV 2024 and ACM MM 2023, and Guest Editor for the Computer Vision and Image Understanding (CVIU) journal. Additionally, she co-organized different workshops and tutorials at ECCV 2024, ECCV 2022, ICPR 2022, ICIAP 2023, and ICIAP 2021.

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

Google Scholar  GitHub  ResearchGate

PC Memberships, Editorial Boards, and other service activities

• ELLIS Member.
• Member of AIRI and DHMoRe Interdepartmental Research Centers.
• Program Chair of IRCDL 2025.
• Area Chair of ICCV 2025, ECCV 2024, ACM Multimedia 2023.
• Associate Editor, IEEE Transactions on Image Processing (IEEE TIP).
• Associate Editor, IEEE Robotics and Automation Letters (RA-L).
• Associate Editor, European Journal on Artificial Intelligence.
• Guest Editor of the Special Issue "Eyes on People: Recent Trends on Human Analysis, Perception and Generation", Computer Vision and Image Understanding (CVIU), 2024.
• Guest Editor of the Special Issue "Computer Vision in Human Analysis: From Face and Body to Clothes", Sensors, 2022.
• Organizer of "FashionAI: Exploring the Intersection of Fashion and Artificial Intelligence for Reshaping the Industry" (FashionAI Workshop at ECCV 2024).
• Organizer of "Towards a Complete Analysis of People" (T-CAP Workshop at ICIAP 2021, ICPR 2022, ECCV 2024).
• Organizer of "AI4DH: Artificial Intelligence for Digital Humanities" (AI4DH Workshop at ICIAP 2021, ICIAP 2023, ECCV 2024).
• Organizer of "AGAVE: Advances in Gaze Analysis, Visual attention and Eye-gaze modelling" (AGAVE Workshop at ICIAP 2023).
• Organizer of "1st International Workshop and Challenge on People Analysis: From Face, Body and Fashion to 3D Virtual Avatars" (WCPA Workshop at ECCV 2022).
• Guest Editor of the Research Topic "Attentive Models in Vision", Computer Vision Section of Frontiers in Computer Science, 2021.
• Invited Tutorial “Vision, Language, and Action: from Captioning to Embodied AI” at International Conference on Image Analysis and Processing, 2019.
• Member of the PC of (among the others): CVPR (2018-2024), ICCV (2019-2023), ECCV (2020-2022), AAAI (2020-2022), ACM Multimedia (2019-2020).
• Regular reviewer for IEEE TPAMI, IEEE TMM, IEEE TIP, CVIU.

Grants and awards

• ECVA PhD Award from the European Computer Vision Association (ECVA), 2022.
• 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, 2023-2024, 2024-2025).
• Foundations of Informatics graduate course, at Department of Education and Humanities, University of Modena and Reggio Emilia (2022-2023, 2023-2024, 2024-2025).
• 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

• Vision for Augmented Experience
• Cineca SuperComputing Resource Allocation
• CultMEDIA
• AI for Digital Humanities
• IDEHA - Innovation for Data Elaboration in Heritage Areas
• AI4CH - Artificial Intelligence for Cultural Heritage
• NVIDIA AI Technology Center at Unimore
• YNAP Artificial Intelligence Lab@UNIMORE
• CRoss-modal understanding and gEnerATIon of Visual and tExtual content
• European Lighthouse on Secure and Safe AI
• Italian Strengthening of Esfri RI Resilience (ITSERR)
• Future Artificial Intelligence Research
• High-level specialised application support service in HPC-powered Artificial Intelligence (AI)
• a MUltimedia platform for Content Enrichment and Search in audiovisual archives

Research Activities

• Visual Saliency Prediction
• Video Captioning with Naming
• Face Recognition in News Streams
• Visual-Semantic Domain Adaptation in Digital Humanities
• Art2Real: Translating Artworks to Photo-Realistic Images
• Controllable Captioning
• Embodied Vision-and-Language Navigation
• Self-Supervised Navigation and Recounting
• Acquisition of 3D Environments for Robotic Navigation
• Transformer-based Image Captioning
• Handwritten Text Recognition on Historical Documents
• From Show to Tell: A Survey on Image Captioning
• Visualization Techniques for Explainable AI
• Personalized Instance-based Navigation
• Virtual Try-On
• Multimodal Image Editing

Publications

1	Pipoli, Vittorio; Bolelli, Federico; Sarto, Sara; Cornia, Marcella; Baraldi, Lorenzo; Grana, Costantino; Cucchiara, Rita; Ficarra, Elisa "Semantically Conditioned Prompts for Visual Recognition under Missing Modality Scenarios" Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, Tucson, Arizona, Feb 28 - Mar 4, 2025 Conference
2	Baraldi, Lorenzo; Amoroso, Roberto; Cornia, Marcella; Baraldi, Lorenzo; Pilzer, Andrea; Cucchiara, Rita "Learning to Mask and Permute Visual Tokens for Vision Transformer Pre-Training" COMPUTER VISION AND IMAGE UNDERSTANDING, pp. 1 -10 , 2025 Journal
3	Caffagni, Davide; Sarto, Sara; Cornia, Marcella; Baraldi, Lorenzo; Cucchiara, Rita "Recurrence-Enhanced Vision-and-Language Transformers for Robust Multimodal Document Retrieval" Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, Nashville TN, June 11th - June 15th, 2025 Conference
4	Cocchi, Federico; Moratelli, Nicholas; Cornia, Marcella; Baraldi, Lorenzo; Cucchiara, Rita "Augmenting Multimodal LLMs with Self-Reflective Tokens for Knowledge-based Visual Question Answering" Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, Nashville TN, June 11th - June 15th, 2025 Conference
5	Caffagni, Davide; Cocchi, Federico; Mambelli, Anna; Tutrone, Fabio; Zanella, Marco; Cornia, Marcella; Cucchiara, Rita "Benchmarking BERT-based Models for Latin: A Case Study on Biblical References in Ancient Christian Literature" Proceedings of the 21st Conference on Information and Research Science Connecting to Digital and Library Science, Udine, Italy, February 20-21, 2025 Conference
6	D'Amelio, Alessandro; Cartella, Giuseppe; Cuculo, Vittorio; Lucchi, Manuele; Cornia, Marcella; Cucchiara, Rita; Boccignone, Giuseppe "TPP-Gaze: Modelling Gaze Dynamics in Space and Time with Neural Temporal Point Processes" Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, Tucson, Arizona, February 28 - March 4, 2025 Conference
7	Barsellotti, Luca; Bigazzi, Roberto; Cornia, Marcella; Baraldi, Lorenzo; Cucchiara, Rita "Personalized Instance-based Navigation Toward User-Specific Objects in Realistic Environments" Advances in Neural Information Processing Systems, Vancouver, Canada, December 9-15, 2024, 2024 Conference
8	Moratelli, Nicholas; Cornia, Marcella; Baraldi, Lorenzo; Cucchiara, Rita "Fluent and Accurate Image Captioning with a Self-Trained Reward Model" Proceedings of the 27th International Conference on Pattern Recognition, Kolkata, India, December 01-05, 2024, 2024 Conference
9	Cappelletti, Silvia; Baraldi, Lorenzo; Cocchi, Federico; Cornia, Marcella; Baraldi, Lorenzo; Cucchiara, Rita "Adapt to Scarcity: Few-Shot Deepfake Detection via Low-Rank Adaptation" Proceedings of the 27th International Conference on Pattern Recognition, Kolkata, India, December 01-05, 2024, 2024 Conference
10	Moratelli, Nicholas; Caffagni, Davide; Cornia, Marcella; Baraldi, Lorenzo; Cucchiara, Rita "Revisiting Image Captioning Training Paradigm via Direct CLIP-based Optimization" Proceedings of the 35th British Machine Vision Conference, Glasgow, UK, 25th - 28th November 2024, 2024 Conference
11	Bucciarelli, Davide; Moratelli, Nicholas; Cornia, Marcella; Baraldi, Lorenzo; Cucchiara, Rita "Personalizing Multimodal Large Language Models for Image Captioning: An Experimental Analysis" Proceedings of the European Conference on Computer Vision Workshops, Milan, Sep 29th - Oct 4th, 2024 Conference
12	Poppi, Samuele; Poppi, Tobia; Cocchi, Federico; Cornia, Marcella; Baraldi, Lorenzo; Cucchiara, Rita "Safe-CLIP: Removing NSFW Concepts from Vision-and-Language Models" Proceedings of the European Conference on Computer Vision, Milan, Sep 29th - Oct 4th, 2024 Conference
13	Baraldi, Lorenzo; Cocchi, Federico; Cornia, Marcella; Baraldi, Lorenzo; Nicolosi, Alessandro; Cucchiara, Rita "Contrasting Deepfakes Diffusion via Contrastive Learning and Global-Local Similarities" Proceedings of the European Conference on Computer Vision, Milan, Sep 29th - Oct 4th, 2024 Conference
14	Sarto, Sara; Cornia, Marcella; Baraldi, Lorenzo; Cucchiara, Rita "BRIDGE: Bridging Gaps in Image Captioning Evaluation with Stronger Visual Cues" Proceedings of the European Conference on Computer Vision, Milan, Sep 29th - Oct 4th, 2024 Conference
15	Cucchiara, Rita; Baraldi, Lorenzo; Cornia, Marcella; Sarto, Sara "Video Surveillance and Privacy: A Solvable Paradox?" COMPUTER, vol. 57, pp. 91 -100 , 2024 | DOI: 10.1109/MC.2023.3316696 Journal
16	Caffagni, Davide; Cocchi, Federico; Barsellotti, Luca; Moratelli, Nicholas; Sarto, Sara; Baraldi, Lorenzo; Baraldi, Lorenzo; Cornia, Marcella; Cucchiara, Rita "The Revolution of Multimodal Large Language Models: A Survey" Proceedings of the Annual Meeting of the Association for Computational Linguistics, ACL 2024, Bangkok, Thailand, pp. 13590 -13618 , August 11–16, 2024, 2024 Conference
17	Poppi, Samuele; Sarto, Sara; Cornia, Marcella; Baraldi, Lorenzo; Cucchiara, Rita "Multi-Class Unlearning for Image Classification via Weight Filtering" IEEE INTELLIGENT SYSTEMS, vol. 39, pp. 40 -47 , 2024 | DOI: 10.1109/MIS.2024.3412742 Journal
18	Caffagni, Davide; Cocchi, Federico; Moratelli, Nicholas; Sarto, Sara; Cornia, Marcella; Baraldi, Lorenzo; Cucchiara, Rita "Wiki-LLaVA: Hierarchical Retrieval-Augmented Generation for Multimodal LLMs" Proceedings of the 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, CVPRW 2024, Seattle, USA, pp. 1818 -1826 , Jun 17-21 2024, 2024 | DOI: 10.1109/CVPRW63382.2024.00188 Conference
19	Barsellotti, Luca; Amoroso, Roberto; Cornia, Marcella; Baraldi, Lorenzo; Cucchiara, Rita "Training-Free Open-Vocabulary Segmentation with Offline Diffusion-Augmented Prototype Generation" Proceedings of the 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2024, Seattle, WA, pp. 3689 -3698 , 17th-21st June 2024, 2024 | DOI: 10.1109/CVPR52733.2024.00354 Conference
20	Amoroso, Roberto; Morelli, Davide; Cornia, Marcella; Baraldi, Lorenzo; Del Bimbo, Alberto; Cucchiara, Rita "Parents and Children: Distinguishing Multimodal DeepFakes from Natural Images" ACM TRANSACTIONS ON MULTIMEDIA COMPUTING, COMMUNICATIONS AND APPLICATIONS, pp. 1 -22 , 2024 Journal
21	Sarto, Sara; Cornia, Marcella; Baraldi, Lorenzo; Nicolosi, Alessandro; Cucchiara, Rita "Towards Retrieval-Augmented Architectures for Image Captioning" ACM TRANSACTIONS ON MULTIMEDIA COMPUTING, COMMUNICATIONS AND APPLICATIONS, vol. 20, pp. 1 -22 , 2024 | DOI: 10.1145/3663667 Journal
22	Moratelli, Nicholas; Barraco, Manuele; Cornia, Marcella; Baraldi, Lorenzo; Cucchiara, Rita "Are Learnable Prompts the Right Way of Prompting? Adapting Vision-and-Language Models with Memory Optimization" IEEE INTELLIGENT SYSTEMS, vol. 39, pp. 26 -34 , 2024 | DOI: 10.1109/MIS.2024.3386099 Journal
23	Cornia, Marcella; Baraldi, Lorenzo; Fiameni, Giuseppe; Cucchiara, Rita "Generating More Pertinent Captions by Leveraging Semantics and Style on Multi-Source Datasets" INTERNATIONAL JOURNAL OF COMPUTER VISION, vol. 132, pp. 1701 -1720 , 2024 | DOI: 10.1007/s11263-023-01949-w Journal
24	Cartella, Giuseppe; Cuculo, Vittorio; Cornia, Marcella; Papasidero, Marco; Ruozzi, Federico; Cucchiara, Rita "Pixels of Faith: Exploiting Visual Saliency to Detect Religious Image Manipulation" Proceedings of the European Conference on Computer Vision Workshops, Milan, Italy, September 29 - October 4, 2024 Conference
25	Poppi, Samuele; Sarto, Sara; Cornia, Marcella; Baraldi, Lorenzo; Cucchiara, Rita "Unlearning Vision Transformers without Retaining Data via Low-Rank Decompositions" Proceedings of the 27th International Conference on Pattern Recognition, Kolkata, India, December 01-05, 2024, 2024 Conference
26	Cartella, Giuseppe; Cornia, Marcella; Cuculo, Vittorio; D'Amelio, Alessandro; Zanca, Dario; Boccignone, Giuseppe; Cucchiara, Rita "Trends, Applications, and Challenges in Human Attention Modelling" Proceedings of the Thirty-Third International Joint Conference on Artificial Intelligence, IJCAI, Jeju, South Korea, pp. 7971 -7979 , 2024, 2024 | DOI: 10.24963/ijcai.2024/882 Conference
27	Cartella, Giuseppe; Cuculo, Vittorio; Cornia, Marcella; Cucchiara, Rita "Unveiling the Truth: Exploring Human Gaze Patterns in Fake Images" IEEE SIGNAL PROCESSING LETTERS, vol. 31, pp. 1 -5 , 2024 | DOI: 10.1109/LSP.2024.3375288 Journal
28	Cornia, Marcella; Baraldi, Lorenzo; Ayellet, Tal; Cucchiara, Rita "Fully-Attentive Iterative Networks for Region-based Controllable Image and Video Captioning" COMPUTER VISION AND IMAGE UNDERSTANDING, vol. 237, pp. 1 -10 , 2023 | DOI: 10.1016/j.cviu.2023.103857 Journal
29	Barraco, Manuele; Sarto, Sara; Cornia, Marcella; Baraldi, Lorenzo; Cucchiara, Rita "With a Little Help from your own Past: Prototypical Memory Networks for Image Captioning" Proceedings of the IEEE International Conference on Computer Vision, ICCV 2023, Paris, France, pp. 3009 -3019 , October 2-6, 2023, 2023 | DOI: 10.1109/ICCV51070.2023.00282 Conference
30	Cocchi, Federico; Baraldi, Lorenzo; Poppi, Samuele; Cornia, Marcella; Baraldi, Lorenzo; Cucchiara, Rita "Unveiling the Impact of Image Transformations on Deepfake Detection: An Experimental Analysis" IMAGE ANALYSIS AND PROCESSING, ICIAP 2023, PT II, vol. 14234, Udine, Italy, pp. 345 -356 , September 11-15, 2023, 2023 | DOI: 10.1007/978-3-031-43153-1_29 Conference
31	Poppi, Samuele; Rawal, Niyati; Bigazzi, Roberto; Cornia, Marcella; Cascianelli, Silvia; Baraldi, Lorenzo; Cucchiara, Rita "Towards Explainable Navigation and Recounting" IMAGE ANALYSIS AND PROCESSING, ICIAP 2023, PT I, vol. 14233, Udine, Italy, pp. 171 -183 , September 11-15, 2023, 2023 | DOI: 10.1007/978-3-031-43148-7_15 Conference
32	Caffagni, Davide; Barraco, Manuele; Cornia, Marcella; Baraldi, Lorenzo; Cucchiara, Rita "SynthCap: Augmenting Transformers with Synthetic Data for Image Captioning" Proceedings of the 22nd International Conference on Image Analysis and Processing, vol. 14233, Udine, Italy, pp. 112 -123 , September 11-15, 2023, 2023 | DOI: 10.1007/978-3-031-43148-7_10 Conference
33	Sarto, Sara; Barraco, Manuele; Cornia, Marcella; Baraldi, Lorenzo; Cucchiara, Rita "Positive-Augmented Contrastive Learning for Image and Video Captioning Evaluation" Proceedings of the 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition, vol. 2023, Vancouver, can, pp. 6914 -6924 , Jun 18-22 2023, 2023 | DOI: 10.1109/CVPR52729.2023.00668 Conference
34	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 | DOI: 10.3390/s23031286 Journal
35	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), vol. 2023-May, London, pp. 6057 -6064 , 29 May - 2 June 2023, 2023 | DOI: 10.1109/ICRA48891.2023.10160668 Conference
36	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, vol. 45, pp. 539 -559 , 2023 | DOI: 10.1109/TPAMI.2022.3148210 Journal
37	Daoudi, Mohamed; Vezzani, Roberto; Borghi, Guido; Ferrari, Claudio; Cornia, Marcella; Becattini, Federico; Pilzer, Andrea "Computer Vision in Human Analysis: From Face and Body to Clothes" SENSORS, vol. 23, pp. 0 -2 , 2023 | DOI: 10.3390/s23125378 Journal
38	Cartella, Giuseppe; Baldrati, Alberto; Morelli, Davide; Cornia, Marcella; Bertini, Marco; Cucchiara, Rita "OpenFashionCLIP: Vision-and-Language Contrastive Learning with Open-Source Fashion Data" Proceedings of the 22nd International Conference on Image Analysis and Processing, vol. 14233, Udine, Italy, pp. 245 -256 , September 11-15, 2023, 2023 | DOI: 10.1007/978-3-031-43148-7_21 Conference
39	Baldrati, Alberto; Morelli, Davide; Cartella, Giuseppe; Cornia, Marcella; Bertini, Marco; Cucchiara, Rita "Multimodal Garment Designer: Human-Centric Latent Diffusion Models for Fashion Image Editing" Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV 2023), Paris, France, pp. 23336 -23345 , October 2-6, 2023, 2023 | DOI: 10.1109/ICCV51070.2023.02138 Conference
40	Morelli, Davide; Baldrati, Alberto; Cartella, Giuseppe; Cornia, Marcella; Bertini, Marco; Cucchiara, Rita "LaDI-VTON: Latent Diffusion Textual-Inversion Enhanced Virtual Try-On" MM 2023 - Proceedings of the 31st ACM International Conference on Multimedia, Ottawa, Canada, pp. 8580 -8589 , October 29-November 3, 2023, 2023 | DOI: 10.1145/3581783.3612137 Conference
41	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, CBMI 2022, Graz, Austria, pp. 1 -7 , SEP 14-16, 2022, 2022 | DOI: 10.1145/3549555.3549585 Conference
42	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, pp. 64 -70 , Sept. 14-16, 2022, 2022 | DOI: 10.1145/3549555.3549576 Conference
43	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, vol. 2022-, Montréal Québec, pp. 1506 -1513 , August 21-25, 2022, 2022 | DOI: 10.1109/ICPR56361.2022.9956189 Conference
44	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, vol. 2022-, Montréal Québec, pp. 4182 -4188 , August 21-25, 2022, 2022 | DOI: 10.1109/ICPR56361.2022.9956538 Conference
45	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, vol. 2022-, Montréal Québec, pp. 4087 -4094 , August 21-25, 2022, 2022 | DOI: 10.1109/ICPR56361.2022.9955644 Conference
46	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, vol. 2022-, New Orleans, Louisiana, pp. 4661 -4669 , June 19-24, 2022, 2022 | DOI: 10.1109/CVPRW56347.2022.00512 Conference
47	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
48	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
49	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, vol. 25, pp. 207 -217 , 2022 | DOI: 10.1007/s10032-022-00401-y Journal
50	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
51	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, pp. 345 -362 , October 23-27, 2022, 2022 | DOI: 10.1007/978-3-031-20074-8_20 Conference
52	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, vol. 2022-, New Orleans, Louisiana, pp. 2246 -2250 , June 19-24, 2022, 2022 | DOI: 10.1109/CVPRW56347.2022.00246 Conference
53	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, vol. 2022-, New Orleans, Louisiana, pp. 2230 -2234 , June 19-24, 2022, 2022 | DOI: 10.1109/CVPRW56347.2022.00243 Conference
54	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
55	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
56	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
57	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, pp. 1152 -1159 , 10-15 January 2021, 2021 | DOI: 10.1109/ICPR48806.2021.9412628 Conference
58	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, 2021 | DOI: 10.1109/ICPR48806.2021.9413269 Conference
59	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
60	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, vol. 13052, Virtual, pp. 47 -57 , 27 September - 01 October 2021, 2021 | DOI: 10.1007/978-3-030-89128-2_5 Conference
61	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, Virtual, pp. 340 -350 , 27 September - 01 October 2021, 2021 | DOI: 10.1007/978-3-030-89131-2_31 Conference
62	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
63	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
64	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
65	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
66	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, 2021 | DOI: 10.1109/ICPR48806.2021.9412052 Conference
67	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
68	Cornia, Marcella; Stefanini, Matteo; Baraldi, Lorenzo; Cucchiara, Rita "Meshed-Memory Transformer for Image Captioning" 2020 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR 2020), Seattle, WA, USA, pp. 10575 -10584 , June 14-19 2020, 2020 | DOI: 10.1109/CVPR42600.2020.01059 Conference
69	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 | DOI: 10.1109/ICRA40945.2020.9196653 Conference
70	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
71	Cornia, Marcella "Imparare a descrivere gli oggetti salienti presenti nelle immagini tramite la visione e il linguaggio" 2020 Other
72	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
73	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
74	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
75	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
76	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
77	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
78	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
79	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
80	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
81	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
82	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
83	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
84	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
85	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
86	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
87	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
88	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
89	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
90	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
91	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, pp. 3488 -3493 , 4-8 Dec 2016, 2016 | DOI: 10.1109/ICPR.2016.7900174 Conference
92	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