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FArMARe: a Furniture-Aware Multi-task methodology for Recommending Apartments based on the user interests

Abdari A.
•
Falcon A.
•
Serra G.
2023
  • conference object

Abstract
Nowadays, many people frequently have to search for new accommodation options. Searching for a suitable apartment is a time-consuming process, especially because visiting them is often mandatory to assess the truthfulness of the advertisements found on the Web. While this process could be alleviated by visiting the apartments in the metaverse, the Web-based recommendation platforms are not suitable for the task. To address this shortcoming, in this paper, we define a new problem called text-to-apartment recommendation, which requires ranking the apartments based on their relevance to a textual query expressing the user's interests. To tackle this problem, we introduce FArMARe, a multi-task approach that supports cross-modal contrastive training with a furniture-aware objective. Since public datasets related to indoor scenes do not contain detailed descriptions of the furniture, we collect and annotate a dataset comprising more than 6000 apartments. A thorough experimentation with three different methods and two raw feature extraction procedures reveals the effectiveness of FArMARe in dealing with the problem at hand.
DOI
10.1109/ICCVW60793.2023.00464
Archivio
https://hdl.handle.net/11390/1270624
info:eu-repo/semantics/altIdentifier/scopus/2-s2.0-85182943943
https://ricerca.unityfvg.it/handle/11390/1270624
Diritti
metadata only access
Soggetti
  • Apartment Recommendat...

  • Contrastive Learning

  • Cross-Modal Understan...

  • Metaverse Application...

  • Tag-aware Visual Repr...

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