Publications

Book Chapters & Books top

2019
Bellot P, Salembier P, Pham NC, Meyer PE. Unsupervised GRN Ensemble. In Sanguinetti G., Huynh-Thu V. (eds) Methods in Molecular Biology . New York, NY: Springer science, Humana Press; 2019. pp. 283-302.
2018
Casamitjana A, Vilaplana V, Petrone P, Molinuevo JLuis, Gispert JD. Shared Latent Structures Between Imaging Features and Biomarkers in Early Stages of Alzheimer’s Disease. In PRedictive Intelligence in MEdicine. Springer International Publishing; 2018. pp. 60-67.
Górriz M, Aparicio A, Raventós B, Vilaplana V, Sayrol E, López-Codina D. Leishmaniasis Parasite Segmentation and Classification Using Deep Learning. In Articulated Motion and Deformable Objects. Springer International Publishing; 2018. pp. 53-62.
Combalia M, Vilaplana V. Monte-Carlo Sampling Applied to Multiple Instance Learning for Histological Image Classification. In Deep Learning in Medical Image Analysis and Multimodal Learning for Clinical Decision Support. Springer International Publishing; 2018. pp. 274-281.
Campos V, Giró-i-Nieto X, Jou B, Torres J, Chang S-F. Sentiment concept embedding for visual affect recognition. In Multimodal Behavior Analysis in theWild. 1st ed. Elsevier; 2018.

Conference Papers top

In Press
Moliner E, Salgueiro L, Vilaplana V. Weakly Supervised Semantic Segmentation for Remote Sensing Hyperspectral Imaging. In International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2020). In Press.
Campos V, Trott A, Xiong C, Socher R, Giró-i-Nieto X, Torres J. Explore, Discover and Learn: Unsupervised Discovery of State-Covering Skills. In International Conference on Machine Learning (ICML) 2020. In Press.  (6.89 MB)
Bernal O, Luque J, Diego F, Giró-i-Nieto X. Transcription-Enriched Joint Embeddings or Spoken Descriptions of Images and Videos. In CVPR 2020 Workshop on Egocentric Perception, Interaction and Computing. Seattle, WA, USA: arXiv; In Press.  (96.79 KB)
2020
Giró-i-Nieto X. One Perceptron to Rule Them All: Language, Vision, Audio and Speech (tutorial). In ACM International Conference on Multimedia Retrieval (ICMR) 2020. Dublin, Ireland: ACM; 2020.  (313.96 KB)
Caros M, Garolera M, Radeva P, Giró-i-Nieto X. Automatic Reminiscence Therapy for Dementia. In ACM International Conference on Multimedia Retrieval (ICMR). Dublin, Ireland: ACM; 2020.  (4.37 MB)

Theses top

2019
Casamitjana A. Study of early stages of Alzheimer’s disease using magnetic resonance imaging. Vilaplana V. Signal Theory and Communications. [Barcelona]: Universitat Politècnica de Catalunya; 2019.
Salvador A. Computer Vision beyond the visible: Image understanding through language. Giró-i-Nieto X, Marqués F. Signal Theory and Communications. [Barcelona]: Universitat Politecnica de Catalunya; 2019.
2018
Lin X. Semantic and Generic Object Segmentation for Scene Analysis Using RGB-D Data. Casas J, Pardàs M. Signal Theory and Communications (TSC). [download link]: Universitat Politècnica de Catalunya (UPC); 2018.
2017
Maceira M. Multi-view depth coding based on a region representation combining color and depth information. Ruiz-Hidalgo J, Morros JR. Signal Theory and Communications (TSC). Universitat Politècnica de Catalunya (UPC); 2017.
Bellot P. Study of Gene Regulatory Networks Inference Methods from Gene Expression Data. Salembier P. 2017.  (2.73 MB)