Cornia, Marcella
- The Revolution of Multimodal Large Language Models: A Survey
2024/02/19 by Davide Caffagni, Federico Cocchi, Caffagni, Davide +13 · 47 citations
Computer Science · Social Sciences · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computational and Text Analysis Methods #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimedia (cs.MM) #Natural Language Processing Techniques #Topic Modeling
- Dress Code: High-Resolution Multi-Category Virtual Try-On
2022/04/18 by Davide Morelli, Matteo Fincato, Morelli, Davide +9 · 27 citations
Computer Science · #Advanced Image Processing Techniques #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Graphics (cs.GR) #Image Enhancement Techniques #Multimedia (cs.MM)
- LaDI-VTON: Latent Diffusion Textual-Inversion Enhanced Virtual Try-On
2023/05/22 by Davide Morelli, Alberto Baldrati, Morelli, Davide +9 · 32 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Face recognition and analysis #Generative Adversarial Networks and Image Synthesis #Multimedia (cs.MM)
- Meshed-Memory Transformer for Image Captioning
2019/12/17 by Cornia, Marcella, Stefanini, Matteo, Baraldi, Lorenzo +1 · 20 citations
#Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- From Show to Tell: A Survey on Deep Learning-based Image Captioning
2021/07/14 by Matteo Stefanini, Stefanini, Matteo, Marcella Cornia +9 · 14 citations
Computer Science · #Advanced Image and Video Retrieval Techniques #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Topic Modeling
- Positive-Augmented Contrastive Learning for Image and Video Captioning Evaluation
2023/03/21 by Sara Sarto, Sarto, Sara, Manuele Barraco +7 · 17 citations
Computer Science · #Advanced Image and Video Retrieval Techniques #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Multimedia (cs.MM) #Multimodal Machine Learning Applications
- Wiki-LLaVA: Hierarchical Retrieval-Augmented Generation for Multimodal LLMs
2024/04/23 by Caffagni, Davide, Cocchi, Federico, Moratelli, Nicholas +4 · 24 citations
#Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimedia (cs.MM)
- Show, Control and Tell: A Framework for Generating Controllable and\n Grounded Captions
2018/11/26 by Marcella Cornia, Lorenzo Baraldi, Cornia, Marcella +3 · 8 citations
Computer Science · #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Video Analysis and Summarization
- Training-Free Open-Vocabulary Segmentation with Offline Diffusion-Augmented Prototype Generation
2024/04/09 by Luca Barsellotti, Barsellotti, Luca, Roberto Amoroso +7 · 11 citations
Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Natural Language Processing Techniques
- Multimodal Garment Designer: Human-Centric Latent Diffusion Models for Fashion Image Editing
2023/04/04 by Alberto Baldrati, Baldrati, Alberto, Davide Morelli +9 · 8 citations
Computer Science · Engineering · #3D Shape Modeling and Analysis #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Face recognition and analysis #Generative Adversarial Networks and Image Synthesis #Multimedia (cs.MM)
- Contrasting Deepfakes Diffusion via Contrastive Learning and Global-Local Similarities
2024/07/29 by Federico Cocchi, Baraldi, Lorenzo, Marcella Cornia +7 · 11 citations
Computer Science · #Generative Adversarial Networks and Image Synthesis
- Talking to DINO: Bridging Self-Supervised Vision Backbones with Language for Open-Vocabulary Segmentation
2024/11/28 by Barsellotti, Luca, Bianchi, Lorenzo, Messina, Nicola +5 · 13 citations
#Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- A Deep Multi-Level Network for Saliency Prediction
2016/09/05 by Cornia, Marcella, Baraldi, Lorenzo, Serra, Giuseppe +1 · 3 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- LLaVA-MORE: A Comparative Study of LLMs and Visual Backbones for Enhanced Visual Instruction Tuning
2025/03/19 by Federico Cocchi, Cocchi, Federico, Nicholas Moratelli +11 · 14 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimedia (cs.MM) #Online Learning and Analytics
- Augmenting Multimodal LLMs with Self-Reflective Tokens for Knowledge-based Visual Question Answering
2024/11/25 by Federico Cocchi, Cocchi, Federico, Nicholas Moratelli +7 · 7 citations
Computer Science · #Multimodal Machine Learning Applications #Topic Modeling #Natural Language Processing Techniques
- Retrieval-Augmented Transformer for Image Captioning
2022/07/26 by Sara Sarto, Sarto, Sara, Marcella Cornia +5 · 3 citations
Computer Science · #Advanced Image and Video Retrieval Techniques #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimedia (cs.MM) #Multimodal Machine Learning Applications #Video Analysis and Summarization
- Parents and Children: Distinguishing Multimodal DeepFakes from Natural Images
2023/04/02 by Roberto Amoroso, Davide Morelli, Amoroso, Roberto +9 · 3 citations
Social Sciences · Computer Science · #Misinformation and Its Impacts #Generative Adversarial Networks and Image Synthesis #Digital Media Forensic Detection
- Personalizing Multimodal Large Language Models for Image Captioning: An Experimental Analysis
2024/12/04 by Davide Bucciarelli, Bucciarelli, Davide, Nicholas Moratelli +7 · 6 citations
Computer Science · #Advanced Image and Video Retrieval Techniques #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimedia (cs.MM) #Multimodal Machine Learning Applications #Video Analysis and Summarization
- Positive-Augmented Contrastive Learning for Vision-and-Language Evaluation and Training
2024/10/09 by Sara Sarto, Nicholas Moratelli, Sarto, Sara +7 · 5 citations
Engineering · Social Sciences · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimedia (cs.MM) #Online and Blended Learning #Robotics and Automated Systems
- CaMEL: Mean Teacher Learning for Image Captioning
2022/02/21 by Manuele Barraco, Matteo Stefanini, Barraco, Manuele +9 · 2 citations
Computer Science · #Advanced Image and Video Retrieval Techniques #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimedia (cs.MM) #Multimodal Machine Learning Applications #Video Analysis and Summarization
- BRIDGE: Bridging Gaps in Image Captioning Evaluation with Stronger Visual Cues
2024/07/29 by Sara Sarto, Sarto, Sara, Marcella Cornia +5 · 4 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Human Pose and Action Recognition #Multimedia (cs.MM) #Multimodal Machine Learning Applications #Video Analysis and Summarization
- Personalized Instance-based Navigation Toward User-Specific Objects in Realistic Environments
2024/10/23 by Luca Barsellotti, Roberto Bigazzi, Barsellotti, Luca +7 · 4 citations
Computer Science · #Data Management and Algorithms #Constraint Satisfaction and Optimization #Semantic Web and Ontologies
- Image Captioning Evaluation in the Age of Multimodal LLMs: Challenges and Future Perspectives
2025/03/18 by Sarto, Sara, Cornia, Marcella, Cucchiara, Rita · 6 citations
#Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- With a Little Help from your own Past: Prototypical Memory Networks for Image Captioning
2023/08/23 by Manuele Barraco, Barraco, Manuele, Sara Sarto +7 · 3 citations
Computer Science · #Multimodal Machine Learning Applications #Advanced Image and Video Retrieval Techniques #Domain Adaptation and Few-Shot Learning
- Multi-Class Unlearning for Image Classification via Weight Filtering
2023/04/04 by Samuele Poppi, Poppi, Samuele, Sara Sarto +7 · 2 citations
Computer Science · #Explainable Artificial Intelligence (XAI) #Digital Imaging for Blood Diseases #Anomaly Detection Techniques and Applications
- The LAM Dataset: A Novel Benchmark for Line-Level Handwritten Text Recognition
2022/08/16 by Silvia Cascianelli, Cascianelli, Silvia, Vittorio Pippi +11 · 2 citations
Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #Digital Libraries (cs.DL) #FOS: Computer and information sciences #Handwritten Text Recognition Techniques #Image Processing and 3D Reconstruction #Natural Language Processing Techniques
- Paying More Attention to Saliency: Image Captioning with Saliency and Context Attention
2017/06/26 by Marcella Cornia, Lorenzo Baraldi, Cornia, Marcella +5 · 1 citation
Computer Science · #Multimodal Machine Learning Applications #Visual Attention and Saliency Detection #Advanced Image and Video Retrieval Techniques
- OpenFashionCLIP: Vision-and-Language Contrastive Learning with Open-Source Fashion Data
2023/09/11 by Giuseppe Cartella, Cartella, Giuseppe, Alberto Baldrati +9 · 2 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · #Cancer-related molecular mechanisms research #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Multimodal Machine Learning Applications
- Multimodal Attention Networks for Low-Level Vision-and-Language Navigation
2019/11/27 by Landi, Federico, Baraldi, Lorenzo, Cornia, Marcella +2 · 1 citation
#Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Revisiting The Evaluation of Class Activation Mapping for Explainability: A Novel Metric and Experimental Analysis
2021/04/20 by Poppi, Samuele, Cornia, Marcella, Baraldi, Lorenzo +1 · 1 citation
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Generating More Pertinent Captions by Leveraging Semantics and Style on Multi-Source Datasets
2021/11/24 by Marcella Cornia, Cornia, Marcella, Lorenzo Baraldi +5 · 1 citation
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimedia (cs.MM) #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling
- ALADIN: Distilling Fine-grained Alignment Scores for Efficient Image-Text Matching and Retrieval
2022/07/29 by Nicola Messina, Matteo Stefanini, Messina, Nicola +11 · 1 citation
Computer Science · #Multimodal Machine Learning Applications #Advanced Image and Video Retrieval Techniques #Advanced Neural Network Applications
- Unveiling the Truth: Exploring Human Gaze Patterns in Fake Images
2024/03/13 by Giuseppe Cartella, Vittorio Cuculo, Cartella, Giuseppe +5 · 2 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Face recognition and analysis
- Learning to Mask and Permute Visual Tokens for Vision Transformer Pre-Training
2023/06/12 by Baraldi, Lorenzo, Roberto Amoroso, Amoroso, Roberto +7 · 1 citation
Computer Science · Engineering · #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Image Processing Techniques and Applications #Multimedia (cs.MM)
- Recurrence-Enhanced Vision-and-Language Transformers for Robust Multimodal Document Retrieval
2025/03/03 by Caffagni, Davide, Sarto, Sara, Cornia, Marcella +2 · 3 citations
#Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimedia (cs.MM)
- Multimodal-Conditioned Latent Diffusion Models for Fashion Image Editing
2024/03/21 by Alberto Baldrati, Davide Morelli, Baldrati, Alberto +7 · 1 citation
Computer Science · Engineering · #3D Shape Modeling and Analysis #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis
- Trends, Applications, and Challenges in Human Attention Modelling
2024/02/28 by Giuseppe Cartella, Marcella Cornia, Cartella, Giuseppe +11 · 2 citations
Neuroscience · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #EEG and Brain-Computer Interfaces #FOS: Computer and information sciences
- Revisiting Image Captioning Training Paradigm via Direct CLIP-based Optimization
2024/08/26 by Moratelli, Nicholas, Caffagni, Davide, Cornia, Marcella +2 · 2 citations
#Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimedia (cs.MM)
- Towards Retrieval-Augmented Architectures for Image Captioning
2024/05/21 by Sara Sarto, Marcella Cornia, Sarto, Sara +7 · 1 citation
Computer Science · #Advanced Image and Video Retrieval Techniques #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimedia (cs.MM) #Multimodal Machine Learning Applications #Video Analysis and Summarization