This paper presents a strategy for content-based image retrieval. It is based on a meaningful segmentation procedure that can provide proper distributions for matching via the Earth mover's distance as a similarity metric. The segmentation procedure is based on a hierarchical watershed-driven algorithm that extracts automatically meaningful regions. In this framework, the proposed robust feature extraction plays a major role along with a novel region weighting for enhancing feature discrimination. Experimental results demonstrate the performance of the proposed strategy.
Pratikakis, I, Vanhamel, I, Sahli, H, Gatos, B & Perantonis, S 2005, Watershed-driven region-based image retrieval. in C Ronse, L Najman & E Decencière (eds), Mathematical morphology 40 years on. Springer, pp. 207-216. <http://www.springerlink.com/content/g6681578p676h1g7>
Pratikakis, I., Vanhamel, I., Sahli, H., Gatos, B., & Perantonis, S. (2005). Watershed-driven region-based image retrieval. In C. Ronse, L. Najman, & E. Decencière (Eds.), Mathematical morphology 40 years on (pp. 207-216). Springer. http://www.springerlink.com/content/g6681578p676h1g7
@inbook{873bffecb84b45278a6d026ade847fd7,
title = "Watershed-driven region-based image retrieval",
abstract = "This paper presents a strategy for content-based image retrieval. It is based on a meaningful segmentation procedure that can provide proper distributions for matching via the Earth mover's distance as a similarity metric. The segmentation procedure is based on a hierarchical watershed-driven algorithm that extracts automatically meaningful regions. In this framework, the proposed robust feature extraction plays a major role along with a novel region weighting for enhancing feature discrimination. Experimental results demonstrate the performance of the proposed strategy.",
keywords = "content-based image retrieval, image segmentation, Earth Mover{\textquoteright}s distance, Region weighting",
author = "Ioanis Pratikakis and Iris Vanhamel and Hichem Sahli and Basilios Gatos and Stavros Perantonis",
note = "Mathematical morphology 40 years on (Proceedings of ISMM), pp. 207-216, s. Computational imaging and vision vol30., Ed. M.A. Viergever. Series editor: Christian Ronse, Laurent Najman, Etienne Decenci{\`e}re",
year = "2005",
language = "English",
isbn = "978-1-4020-3442-8",
pages = "207--216",
editor = "Christian Ronse and Laurent Najman and Etienne Decenci{\`e}re",
booktitle = "Mathematical morphology 40 years on",
publisher = "Springer",
}