@InProceedings{KlossCirSilPedSch:2015:PaLeSq,
author = "Kloss, Ricardo Barbosa and Cirne, Marcos Vinicius Mussel and
Silva, Samira and Pedrini, H{\'e}lio and Schwartz, William
Robson",
affiliation = "{Universidade Federal de Minas Gerais} and {Universidade de
Campinas} and {Universidade Federal de Minas Gerais} and
{Universidade de Campinas} and {Universidade Federal de Minas
Gerais}",
title = "Partial Least Squares Image Clustering",
booktitle = "Proceedings...",
year = "2015",
editor = "Papa, Jo{\~a}o Paulo and Sander, Pedro Vieira and Marroquim,
Ricardo Guerra and Farrell, Ryan",
organization = "Conference on Graphics, Patterns and Images, 28. (SIBGRAPI)",
publisher = "IEEE Computer Society",
address = "Los Alamitos",
keywords = "Image Clustering, Partial Least Squares, Video Summarization, Shot
Sampling.",
abstract = "Clustering techniques have been widely used in areas that handle
massive amounts of data, such as statistics, information
retrieval, data mining and image analysis. This work presents a
novel image clustering method called Partial Least Square Image
Clustering (PLSIC), which employs a one-against-all Partial Least
Squares classifier to find image clusters with low redundancy
(each cluster represents different visual concept) and high purity
(two visual concepts should not be in the same cluster). The main
goal of the proposed approach is to find groups of images in an
arbitrary set of unlabeled images to convey well defined visual
concepts. As a case study, we evaluate the PLSIC to the video
summarization problem by means of experiments with 50 videos from
various genres of the Open Video Project, comparing summaries
generated by the PLSIC with other video summarization approaches
found in the literature. A experimental evaluation demonstrates
that the proposed method can produce very satisfactory results.",
conference-location = "Salvador, BA, Brazil",
conference-year = "26-29 Aug. 2015",
doi = "10.1109/SIBGRAPI.2015.25",
url = "http://dx.doi.org/10.1109/SIBGRAPI.2015.25",
language = "en",
ibi = "8JMKD3MGPBW34M/3JLTB85",
url = "http://urlib.net/ibi/8JMKD3MGPBW34M/3JLTB85",
targetfile = "PID3763835.pdf",
urlaccessdate = "2024, May 02"
}