Due to a huge volume of information in many domains, the need for classification methods is
imperious. In spite of many advances, most of the approaches require a large amount of …

Impressive advances in acquisition and sharing technologies have made the growth of
multimedia collections and their applications almost unlimited. However, the opposite is true …

Over the last decade, significant advances have been achieved by machine learning
approaches, notably in supervised learning scenarios. Supported by the advent of deep …

Significant challenges still remain despite the impressive recent advances in machine
learning techniques, particularly in multimedia data understanding. One of the main …

The exponential growth of image collections has demanded a significant increase in the use
of machine learning and image retrieval applications across various scenarios. Despite the …

In this paper, we present a new necklace dataset related to the fashion domain, namely,
NecklaceFIR. In recent years, the retrieval of clothing items has attracted a lot of attention …

Apesar dos impressionantes avanços recentes nas técnicas de aprendizado de máquina,
principalmente na compreensão de dados multimídia, desafios significativos ainda …