Dott. Marcella Cornia

Dott. Marcella Cornia

Position at Imagelab:

PhD Student
Dipartimento d'Ingegneria "Enzo Ferrari", Modena Italy

Email:

marcella_DOT_cornia_AT_unimore_DOT_it

Phone:

+39-059-2058790

Marcella Cornia

Marcella Cornia is currently a PhD student at the International Doctorate School in ICT of the University of Modena and Reggio Emilia. She works under the supervision of Prof. Rita Cucchiara on Deep Learning, and Computer Vision. Her research interests include Visual Saliency Prediction, Image and Video Captioning, and Multimedia for Cultural Heritage.

In 2016, she received a travel grant to attend the Women in Computer Vision Workshop at CVPR, which took place in Las Vegas. In 2017, she won the LSUN Saliency Prediction Challenge, held in conjunction with the Scene Understanding Workshop at CVPR. In 2018, she received two travel grants to attend the Women in Computer Vision Workshop at CVPR and ECCV, which took place in Salt Lake City and Munich respectively.

Keywords: Saliency Prediction, Image and Video Captioning, Deep Learning

 

Theses supervision:

  • Matteo Tomei (MSc) - Constrained image-to-image translation
  • Angelo Carraggi (MSc) - Visual-semantic embeddings
  • Stefano Pini (MSc) - Linking people and objects with their proper names in videos

Research Projects


Research Activities


Publications

1 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
2 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
3 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 Conference
4 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. 1890 -1892 , June 18-22, 2018 Conference
5 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
6 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, pp. 1 -15 , 2018 Journal
7 Cornia, Marcella; Baraldi, Lorenzo; Rezazadegan Tavakoli, Hamed; Cucchiara, Rita "Towards Cycle-Consistent Models for Text and Image Retrieval" European Conference on Computer Vision (ECCV) Workshops, Munich, Germany, 8-14 September 2018, 2018 Conference
8 Carraggi, Angelo; Cornia, Marcella; Baraldi, Lorenzo; Cucchiara, Rita "Visual-Semantic Alignment Across Domains Using a Semi-Supervised Approach" European Conference on Computer Vision (ECCV) Workshops, Munich, Germany, 8-14 September 2018, 2018 Conference
9 Tomei, Matteo; Baraldi, Lorenzo; Cornia, Marcella; Cucchiara, Rita "What was Monet seeing while painting? Translating artworks to photo-realistic images" European Conference on Computer Vision (ECCV) Workshops, Munich, Germany, 8-14 September 2018, 2018 Conference
10 Alletto, Stefano; Cornia, Marcella; Baraldi, Lorenzo; Serra, Giuseppe; Cucchiara, Rita "Recognizing social relationships from an egocentric vision perspective" Multimodal Behavior Analysis in the Wild, pp. 1 -10 , 2018 Chapter in Book
11 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
12 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
13 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
14 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
15 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
16 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