Personal information

Emails & domains

Verified email domains

Websites & social links

AImageLab
Google Scholar
ResearchGate
GitHub

Other IDs

Scopus Author ID: 57192079235
Loop profile: 1272644

Keywords

Computer Vision, Machine Learning, Artificial Intelligence, Multimedia, Deep Learning

Countries

Italy

Activities

Collapse all

Employment (2)

Università degli Studi di Modena e Reggio Emilia: Modena, IT

2025-02-01 to present | Associate Professor
Employment
Source: Self-asserted source
Marcella Cornia

Università degli Studi di Modena e Reggio Emilia: Modena, Emilia-Romagna, IT

2022-02-01 to 2025-01-31 | Assistant Professor
Employment
Source: Self-asserted source
Marcella Cornia

Education and qualifications (1)

Università degli Studi di Modena e Reggio Emilia: Modena, Emilia-Romagna, IT

2013-09 to 2016-04 | Master's degree in Computer Engineering (Department of Engineering "Enzo Ferrari")
Education
Source: Self-asserted source
Marcella Cornia

Works (49)

Adapt to Scarcity: Few-Shot Deepfake Detection via Low-Rank Adaptation

2025 | Book chapter
DOI: 10.1007/978-3-031-78305-0_8
Contributors: Silvia Cappelletti; Lorenzo Baraldi; Federico Cocchi; Marcella Cornia; Lorenzo Baraldi; Rita Cucchiara
Source: check_circle
Crossref

BRIDGE: Bridging Gaps in Image Captioning Evaluation with Stronger Visual Cues

2025 | Book chapter
DOI: 10.1007/978-3-031-73229-4_5
Contributors: Sara Sarto; Marcella Cornia; Lorenzo Baraldi; Rita Cucchiara
Source: check_circle
Crossref

Contrasting Deepfakes Diffusion via Contrastive Learning and Global-Local Similarities

2025 | Book chapter
DOI: 10.1007/978-3-031-73036-8_12
Contributors: Lorenzo Baraldi; Federico Cocchi; Marcella Cornia; Lorenzo Baraldi; Alessandro Nicolosi; Rita Cucchiara
Source: check_circle
Crossref

Fluent and Accurate Image Captioning with a Self-trained Reward Model

2025 | Book chapter
DOI: 10.1007/978-3-031-78456-9_14
Contributors: Nicholas Moratelli; Marcella Cornia; Lorenzo Baraldi; Rita Cucchiara
Source: check_circle
Crossref

Safe-CLIP: Removing NSFW Concepts from Vision-and-Language Models

2025 | Book chapter
DOI: 10.1007/978-3-031-73668-1_20
Contributors: Samuele Poppi; Tobia Poppi; Federico Cocchi; Marcella Cornia; Lorenzo Baraldi; Rita Cucchiara
Source: check_circle
Crossref

Unlearning Vision Transformers Without Retaining Data via Low-Rank Decompositions

2025 | Book chapter
DOI: 10.1007/978-3-031-78122-3_10
Contributors: Samuele Poppi; Sara Sarto; Marcella Cornia; Lorenzo Baraldi; Rita Cucchiara
Source: check_circle
Crossref

Learning to mask and permute visual tokens for Vision Transformer pre-training

Computer Vision and Image Understanding
2025-02 | Journal article
DOI: 10.1016/j.cviu.2025.104294
Contributors: Lorenzo Baraldi; Roberto Amoroso; Marcella Cornia; Lorenzo Baraldi; Andrea Pilzer; Rita Cucchiara
Source: check_circle
Crossref

Parents and Children: Distinguishing Multimodal Deepfakes from Natural Images

ACM Transactions on Multimedia Computing, Communications, and Applications
2025-01-31 | Journal article
DOI: 10.1145/3665497
Contributors: Roberto Amoroso; Davide Morelli; Marcella Cornia; Lorenzo Baraldi; Alberto Del Bimbo; Rita Cucchiara
Source: check_circle
Crossref

Unveiling the Truth: Exploring Human Gaze Patterns in Fake Images

IEEE Signal Processing Letters
2024 | Journal article
DOI: 10.1109/LSP.2024.3375288
Contributors: Giuseppe Cartella; Vittorio Cuculo; Marcella Cornia; Rita Cucchiara
Source: check_circle
Crossref

Multiclass Unlearning for Image Classification via Weight Filtering

IEEE Intelligent Systems
2024-11 | Journal article
DOI: 10.1109/MIS.2024.3412742
Contributors: Samuele Poppi; Sara Sarto; Marcella Cornia; Lorenzo Baraldi; Rita Cucchiara
Source: check_circle
Crossref

Towards Retrieval-Augmented Architectures for Image Captioning

ACM Transactions on Multimedia Computing, Communications, and Applications
2024-08-31 | Journal article
DOI: 10.1145/3663667
Contributors: Sara Sarto; Marcella Cornia; Lorenzo Baraldi; Alessandro Nicolosi; Rita Cucchiara
Source: check_circle
Crossref

Are Learnable Prompts the Right Way of Prompting? Adapting Vision-and-Language Models with Memory Optimization

IEEE Intelligent Systems
2024-05 | Journal article
DOI: 10.1109/MIS.2024.3386099
Contributors: Nicholas Moratelli; Manuele Barraco; Marcella Cornia; Lorenzo Baraldi; Rita Cucchiara
Source: check_circle
Crossref

Generating More Pertinent Captions by Leveraging Semantics and Style on Multi-Source Datasets

International Journal of Computer Vision
2024-05 | Journal article
DOI: 10.1007/s11263-023-01949-w
Contributors: Marcella Cornia; Lorenzo Baraldi; Giuseppe Fiameni; Rita Cucchiara
Source: check_circle
Crossref

Video Surveillance and Privacy: A Solvable Paradox?

Computer
2024-03 | Journal article
DOI: 10.1109/MC.2023.3316696
Contributors: Rita Cucchiara; Lorenzo Baraldi; Marcella Cornia; Sara Sarto
Source: check_circle
Crossref

OpenFashionCLIP: Vision-and-Language Contrastive Learning with Open-Source Fashion Data

2023 | Book chapter
DOI: 10.1007/978-3-031-43148-7_21
Contributors: Giuseppe Cartella; Alberto Baldrati; Davide Morelli; Marcella Cornia; Marco Bertini; Rita Cucchiara
Source: check_circle
Crossref

SynthCap: Augmenting Transformers with Synthetic Data for Image Captioning

2023 | Book chapter
DOI: 10.1007/978-3-031-43148-7_10
Contributors: Davide Caffagni; Manuele Barraco; Marcella Cornia; Lorenzo Baraldi; Rita Cucchiara
Source: check_circle
Crossref

Towards Explainable Navigation and Recounting

2023 | Book chapter
DOI: 10.1007/978-3-031-43148-7_15
Contributors: Samuele Poppi; Roberto Bigazzi; Niyati Rawal; Marcella Cornia; Silvia Cascianelli; Lorenzo Baraldi; Rita Cucchiara
Source: check_circle
Crossref

Unveiling the Impact of Image Transformations on Deepfake Detection: An Experimental Analysis

2023 | Book chapter
DOI: 10.1007/978-3-031-43153-1_29
Contributors: Federico Cocchi; Lorenzo Baraldi; Samuele Poppi; Marcella Cornia; Lorenzo Baraldi; Rita Cucchiara
Source: check_circle
Crossref

Fully-attentive iterative networks for region-based controllable image and video captioning

Computer Vision and Image Understanding
2023-12 | Journal article
DOI: 10.1016/j.cviu.2023.103857
Contributors: Marcella Cornia; Lorenzo Baraldi; Ayellet Tal; Rita Cucchiara
Source: check_circle
Crossref

LaDI-VTON: Latent Diffusion Textual-Inversion Enhanced Virtual Try-On

2023-10-26 | Conference paper
DOI: 10.1145/3581783.3612137
Contributors: Davide Morelli; Alberto Baldrati; Giuseppe Cartella; Marcella Cornia; Marco Bertini; Rita Cucchiara
Source: check_circle
Crossref

Computer Vision in Human Analysis: From Face and Body to Clothes

Sensors
2023-06-06 | Journal article
DOI: 10.3390/s23125378
Contributors: Mohamed Daoudi; Roberto Vezzani; Guido Borghi; Claudio Ferrari; Marcella Cornia; Federico Becattini; Andrea Pilzer
Source: check_circle
Crossref
grade
Preferred source (of 2)‎

Fashion-Oriented Image Captioning with External Knowledge Retrieval and Fully Attentive Gates

Sensors
2023-01-23 | Journal article
DOI: 10.3390/s23031286
Contributors: Nicholas Moratelli; Manuele Barraco; Davide Morelli; Marcella Cornia; Lorenzo Baraldi; Rita Cucchiara
Source: check_circle
Crossref
grade
Preferred source (of 2)‎

From Show to Tell: A Survey on Deep Learning-Based Image Captioning

IEEE Transactions on Pattern Analysis and Machine Intelligence
2023-01-01 | Journal article
DOI: 10.1109/TPAMI.2022.3148210
Contributors: Matteo Stefanini; Marcella Cornia; Lorenzo Baraldi; Silvia Cascianelli; Giuseppe Fiameni; Rita Cucchiara
Source: check_circle
Crossref

Dress Code: High-Resolution Multi-category Virtual Try-On

2022 | Book chapter
DOI: 10.1007/978-3-031-20074-8_20
Contributors: Davide Morelli; Matteo Fincato; Marcella Cornia; Federico Landi; Fabio Cesari; Rita Cucchiara
Source: check_circle
Crossref

Embodied Navigation at the Art Gallery

2022 | Book chapter
DOI: 10.1007/978-3-031-06427-2_61
Contributors: Roberto Bigazzi; Federico Landi; Silvia Cascianelli; Marcella Cornia; Lorenzo Baraldi; Rita Cucchiara
Source: check_circle
Crossref

Investigating Bidimensional Downsampling in Vision Transformer Models

2022 | Book chapter
DOI: 10.1007/978-3-031-06430-2_24
Contributors: Paolo Bruno; Roberto Amoroso; Marcella Cornia; Silvia Cascianelli; Lorenzo Baraldi; Rita Cucchiara
Source: check_circle
Crossref

Focus on Impact: Indoor Exploration With Intrinsic Motivation

IEEE Robotics and Automation Letters
2022-04 | Journal article
DOI: 10.1109/LRA.2022.3145971
Contributors: Roberto Bigazzi; Federico Landi; Silvia Cascianelli; Lorenzo Baraldi; Marcella Cornia; Rita Cucchiara
Source: check_circle
Crossref

Learning to Read L’Infinito: Handwritten Text Recognition with Synthetic Training Data

2021 | Book chapter
DOI: 10.1007/978-3-030-89131-2_31
Contributors: Silvia Cascianelli; Marcella Cornia; Lorenzo Baraldi; Maria Ludovica Piazzi; Rosiana Schiuma; Rita Cucchiara
Source: check_circle
Crossref

Working Memory Connections for LSTM

Neural Networks
2021-12 | Journal article
DOI: 10.1016/j.neunet.2021.08.030
Contributors: Federico Landi; Lorenzo Baraldi; Marcella Cornia; Rita Cucchiara
Source: check_circle
Crossref

A unified cycle-consistent neural model for text and image retrieval

Multimedia Tools and Applications
2020-09-06 | Journal article
DOI: 10.1007/s11042-020-09251-4
Contributors: Marcella Cornia; Lorenzo Baraldi; Hamed R. Tavakoli; Rita Cucchiara
Source: check_circle
Crossref

Explaining digital humanities by aligning images and textual descriptions

Pattern Recognition Letters
2020-01 | Journal article
DOI: 10.1016/j.patrec.2019.11.018
Contributors: Marcella Cornia; Matteo Stefanini; Lorenzo Baraldi; Massimiliano Corsini; Rita Cucchiara
Source: check_circle
Crossref

Artpedia: A New Visual-Semantic Dataset with Visual and Contextual Sentences in the Artistic Domain

2019 | Book chapter
DOI: 10.1007/978-3-030-30645-8_66
Contributors: Matteo Stefanini; Marcella Cornia; Lorenzo Baraldi; Massimiliano Corsini; Rita Cucchiara
Source: check_circle
Crossref

Image-to-Image Translation to Unfold the Reality of Artworks: An Empirical Analysis

2019 | Book chapter
DOI: 10.1007/978-3-030-30645-8_67
Contributors: Matteo Tomei; Marcella Cornia; Lorenzo Baraldi; Rita Cucchiara
Source: check_circle
Crossref

Towards cycle-consistent models for text and image retrieval

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2019 | Book
DOI: 10.1007/978-3-030-11018-5_58
EID:

2-s2.0-85061691347
Contributors: Cornia, M.; Baraldi, L.; Tavakoli, H.R.; Cucchiara, R.
Source: Self-asserted source
Marcella Cornia via Scopus - Elsevier

Visual-semantic alignment across domains using a semi-supervised approach

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2019 | Book
DOI: 10.1007/978-3-030-11024-6_47
EID:

2-s2.0-85061735270
Contributors: Carraggi, A.; Cornia, M.; Baraldi, L.; Cucchiara, R.
Source: Self-asserted source
Marcella Cornia via Scopus - Elsevier

What was monet seeing while painting? Translating artworks to photo-realistic images

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2019 | Book
DOI: 10.1007/978-3-030-11012-3_46
EID:

2-s2.0-85061822357
Contributors: Tomei, M.; Baraldi, L.; Cornia, M.; Cucchiara, R.
Source: Self-asserted source
Marcella Cornia via Scopus - Elsevier

M-VAD names: a dataset for video captioning with naming

Multimedia Tools and Applications
2019-05-20 | Journal article
DOI: 10.1007/s11042-018-7040-z
Contributors: Stefano Pini; Marcella Cornia; Federico Bolelli; Lorenzo Baraldi; Rita Cucchiara
Source: check_circle
Crossref
grade
Preferred source (of 2)‎

Aligning Text and Document Illustrations: Towards Visually Explainable Digital Humanities

Proceedings - International Conference on Pattern Recognition
2018 | Conference paper
DOI: 10.1109/ICPR.2018.8545064
EID:

2-s2.0-85059777383
Contributors: Baraldi, L.; Cornia, M.; Grana, C.; Cucchiara, R.
Source: Self-asserted source
Marcella Cornia via Scopus - Elsevier

Attentive models in vision: Computing saliency maps in the deep learning era

Intelligenza Artificiale
2018 | Journal article
DOI: 10.3233/IA-170033
EID:

2-s2.0-85062420831
Contributors: Cornia, M.; Abati, D.; Baraldi, L.; Palazzi, A.; Calderara, S.; Cucchiara, R.
Source: Self-asserted source
Marcella Cornia via Scopus - Elsevier

Automatic image cropping and selection using saliency: An application to historical manuscripts

Communications in Computer and Information Science
2018 | Book
DOI: 10.1007/978-3-319-73165-0_17
EID:

2-s2.0-85041821616
Contributors: Cornia, M.; Pini, S.; Baraldi, L.; Cucchiara, R.
Source: Self-asserted source
Marcella Cornia via Scopus - Elsevier

Paying more attention to saliency: Image captioning with saliency and context attention

ACM Transactions on Multimedia Computing, Communications and Applications
2018 | Journal article
DOI: 10.1145/3177745
EID:

2-s2.0-85047156748
Contributors: Cornia, M.; Baraldi, L.; Serra, G.; Cucchiara, R.
Source: Self-asserted source
Marcella Cornia via Scopus - Elsevier

SAM: Pushing the limits of saliency prediction models

IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops
2018 | Conference paper
DOI: 10.1109/CVPRW.2018.00250
EID:

2-s2.0-85060873780
Contributors: Cornia, M.; Baraldi, L.; Serra, G.; Cucchiara, R.
Source: Self-asserted source
Marcella Cornia via Scopus - Elsevier

Predicting Human Eye Fixations via an LSTM-Based Saliency Attentive Model

IEEE Transactions on Image Processing
2018-10 | Journal article
DOI: 10.1109/TIP.2018.2851672
Contributors: Marcella Cornia; Lorenzo Baraldi; Giuseppe Serra; Rita Cucchiara
Source: check_circle
Crossref
grade
Preferred source (of 2)‎

A deep multi-level network for saliency prediction

Proceedings - International Conference on Pattern Recognition
2017 | Conference paper
DOI: 10.1109/ICPR.2016.7900174
EID:

2-s2.0-85017036429
Contributors: Cornia, M.; Baraldi, L.; Serra, G.; Cucchiara, R.
Source: Self-asserted source
Marcella Cornia via Scopus - Elsevier

Attentive models in vision: Computing saliency maps in the deep learning era

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2017 | Book
DOI: 10.1007/978-3-319-70169-1_29
EID:

2-s2.0-85033662960
Contributors: Cornia, M.; Abati, D.; Baraldi, L.; Palazzi, A.; Calderara, S.; Cucchiara, R.
Source: Self-asserted source
Marcella Cornia via Scopus - Elsevier

Modeling multimodal cues in a deep learning-based framework for emotion recognition in the wild

ICMI 2017 - Proceedings of the 19th ACM International Conference on Multimodal Interaction
2017 | Conference paper
DOI: 10.1145/3136755.3143006
EID:

2-s2.0-85046678797
Contributors: Pini, S.; Ahmed, O.B.; Cornia, M.; Baraldi, L.; Cucchiara, R.; Huet, B.
Source: Self-asserted source
Marcella Cornia via Scopus - Elsevier

Towards Video Captioning with Naming: A Novel Dataset and a Multi-modal Approach

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2017 | Book
DOI: 10.1007/978-3-319-68548-9_36
EID:

2-s2.0-85032488641
Contributors: Pini, S.; Cornia, M.; Baraldi, L.; Cucchiara, R.
Source: Self-asserted source
Marcella Cornia via Scopus - Elsevier

Visual saliency for image captioning in new multimedia services

2017 IEEE International Conference on Multimedia and Expo Workshops, ICMEW 2017
2017 | Conference paper
DOI: 10.1109/ICMEW.2017.8026277
EID:

2-s2.0-85031674363
Contributors: Cornia, M.; Baraldi, L.; Serra, G.; Cucchiara, R.
Source: Self-asserted source
Marcella Cornia via Scopus - Elsevier

Multi-level net: A visual saliency prediction model

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2016 | Book
DOI: 10.1007/978-3-319-48881-3_21
EID:

2-s2.0-84996671136
Contributors: Cornia, M.; Baraldi, L.; Serra, G.; Cucchiara, R.
Source: Self-asserted source
Marcella Cornia via Scopus - Elsevier

Peer review (2 reviews for 2 publications/grants)

Review activity for Information fusion. (1)
Review activity for International journal of computer vision. (1)
How many people are using ORCID?