HAL will be down for maintenance from Friday, June 10 at 4pm through Monday, June 13 at 9am. More information
Skip to Main content Skip to Navigation
Journal articles

From Text to Images: Weighting Schemes for Image Retrieval

Pierre Tirilly 1 Vincent Claveau 2 Patrick Gros 2
LIFL - Laboratoire d'Informatique Fondamentale de Lille
2 LinkMedia - Creating and exploiting explicit links between multimedia fragments
Inria Rennes – Bretagne Atlantique , IRISA-D6 - MEDIA ET INTERACTIONS
Abstract : — Bags of visual words are the most studied image description technique in the last years. This representation of images raised new possibilities as well as new research issues. In particular, it is important to automatically determine which visual words are the most relevant to describe the images, and which ones should be ignored. This issue is a classical problem of textual information retrieval, usually addressed by the use of weighting schemes. In this paper, the most common weighting schemes from text retrieval are applied to the case of visual word-based retrieval. New weighting schemes are also proposed, and several Minkowski-like distances are tested. The experiments are performed on four different datasets that correspond to two different retrieval tasks; it allows us to bring to light some properties of visual words and weighting schemes. This study results in several findings. It first shows that the optimal setting for distances and weighting schemes depends on the nature of the visual content of the images considered. Especially, raw frequency can be the most effective weight when dealing with complex datasets; it questions the habit to systematically use the tf . idf weighting scheme. It also shows that weighting schemes and Minkowski distances have similar effect and should be used together in a consistent way. Based on these findings, general guidelines for the choice of distances and weighting schemes are proposed.
Complete list of metadata

Contributor : Vincent Claveau Connect in order to contact the contributor
Submitted on : Tuesday, March 3, 2015 - 11:19:55 AM
Last modification on : Thursday, January 20, 2022 - 5:33:33 PM

Links full text



Pierre Tirilly, Vincent Claveau, Patrick Gros. From Text to Images: Weighting Schemes for Image Retrieval. Journal of Multimedia, Academy Publisher, 2015, 10 (1), pp.1-21. ⟨10.4304/jmm.10.01.1-21⟩. ⟨hal-01122069⟩



Record views