Semantic Annotation Of Chinese Phrases Using Recursive Graph

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

Deep Learning of Hierarchical Structure

Hierarchical and recursive structure is commonly found in inputs from the richest sensory modalities, including natural language sentences and scene images. But such hierarchical structure has traditionally been a strong point of both structured and supervised models (whether symbolic of probabilistic) and a weak point of both neural networks and unsupervised learning. I will present some of ou...

Convolution-Enhanced Bilingual Recursive Neural Network for Bilingual Semantic Modeling

Estimating similarities at different levels of linguistic units, such as words, sub-phrases and phrases, is helpful for measuring semantic similarity of an entire bilingual phrase. In this paper, we propose a convolution-enhanced bilingual recursive neural network (ConvBRNN), which not only exploits word alignments to guide the generation of phrase structures but also integrates multiple-level ...

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...

An annotation scheme for Persian based on Autonomous Phrases Theory and Universal Dependencies

A treebank is a corpus with linguistic annotations above the level of the parts of speech. During the first half of the present decade, three treebanks have been developed for Persian either originally or subsequently based on dependency grammar: Persian Treebank (PerTreeBank), Persian Syntactic Dependency Treebank, and Uppsala Persian Dependency Treebank (UPDT). The syntactic analysis of a sen...