Semantic annotation of biosystematics literature without training examples

Semantic-Based Image Retrial in the VQ Compressed Domain using Image Annotation Statistical Models

Large-Scale Semantic Indexing of Biomedical Publications

Automated annotation of scientific publications in real-world digital libraries requires dealing with challenges such as large number of concepts and training examples, multi-label training examples and hierarchical structure of concepts. BioASQ is a European project that contributes a large-scale biomedical publications corpus for working on these challenges. This paper documents the participa...

Toward Semantic Annotation for Business Analysis: A Method for Reducing Training Examples

Current existing work on mining text data for business intelligence is not enough for many business applications, which need to analyze text data at fine grained level. The semantic annotation technology offers such potential functions, but current methods always suffer from a serious problem: requiring large mount of semantically annotated training examples, which prohibits semantic annotation...

EZLearn: Exploiting Organic Supervision in Large-Scale Data Annotation

Many real-world applications require large-scale data annotation, such as identifying tissue origins based on gene expressions and classifying images into semantic categories. Annotation classes are often numerous and subject to changes over time, and annotating examples has become the major bottleneck for supervised learning methods. In science and other high-value domains, large repositories ...

Scalable Image Annotation by Summarizing Training Samples into Labeled Prototypes

By increasing the number of images, it is essential to provide fast search methods and intelligent filtering of images. To handle images in large datasets, some relevant tags are assigned to each image to for describing its content. Automatic Image Annotation (AIA) aims to automatically assign a group of keywords to an image based on visual content of the image. AIA frameworks have two main sta...