Florida Polytechnic University

About: Florida Polytechnic University is a education organization based out in Lakeland, Florida, United States. It is known for research contribution in the topics: Computer science & Catalysis. The organization has 302 authors who have published 538 publications receiving 6549 citations. The organization is also known as: Florida Poly.

Efficient generation of large amounts of training data for sign language recognition: a semi-automatic tool

Abstract: We have developed a video hand segmentation tool which can help with generating hands ground truth from sign language image sequences. This tool may greatly facilitate research in the area of sign language recognition. In this tool, we offer a semi automatic scheme to assist with the localization of hand pixels, which is important for the purpose of recognition. A candidate hand generator is applied by using the mean shift image segmentation algorithm and a greedy seeds growing algorithm. After a number of hand candidates is generated, the user can reduce the candidates by simple mouse clicks. The tool also provides a hand tracking function for faster processing and a face detection function for groundtruthing non manual signals. In addition, we provided a two-passes groundtruthing scheme unlike other tools that only does one-pass. Our first pass processing is automatic and does not need user interaction. The experiment results demonstrate that based on the first pass's result, one can groundtruth 10,000+ frames of sign language within 8 hours

Elastic HDFS: interconnected distributed architecture for availability–scalability enhancement of large-scale cloud storages

Abstract: This paper presents an interconnected distributed architecture for storing data and metadata in large-scale cloud storage systems. The primary goal of the proposed architecture is to enhance the scalability of namespace directory in large-scale file systems. Structural shift from distinguished distributed model to interconnected distributed model and conducting effective coordination among file servers for namespace management are two key solutions considered in the context of proposed architecture. To this intent, a coordination protocol is designed for communication among file servers, and maintaining user transparency in the presence of different file system actions/reactions. The experimental results, obtained via emulations under different network conditions and cloud storage sizes, show up to 43.9% availability and 37.8% connection throughput improvements with negligible storage overhead compared to the latest released version of Hadoop distributed file system.