PROJECT TITLE :

Sparsity-Induced Similarity Measure and Its Applications

ABSTRACT:

The structures of feature vectors-based semisupervised/supervised learning have gained considerable interest in recent times thanks to their effectiveness for better object modeling and classification. In many machine learning and pc vision tasks, a critical issue is that the similarity between two feature vectors. During this paper, we tend to present a unique technique to measure similarities among feature vectors by decomposing each feature vector as an ℓone sparse linear combination of the rest of the feature vectors. The main plan is that the coefficients in such sparse decomposition reflect the features' neighborhood structure, so providing higher similarity measures among the decomposed feature vector and the remainder of the feature vectors. The proposed approach is applied to label propagation and action recognition, and is evaluated on many commonly used datasets. The experimental results show that the proposed sparsity-induced similarity live considerably improves the performance of both label propagation and action recognition.


Did you like this research project?

To get this research project Guidelines, Training and Code... Click Here


PROJECT TITLE : Multi-Core Embedded Wireless Sensor Networks Architecture and Applications - 2014 ABSTRACT: Technological advancements in the silicon industry, as predicted by Moore's law, have enabled integration of billions
PROJECT TITLE : Fast and Secure Multihop Broadcast Solutions for Intervehicular Communication - 2014 ABSTRACT: Intervehicular communication (IVC) is an important emerging research area that is expected to considerably contribute
PROJECT TITLE : Efficient Data Collection for Large-Scale Mobile Monitoring Applications - 2014 ABSTRACT: Radio frequency identification (RFID) and wireless sensor networks (WSNs) have been popular in the industrial field,
PROJECT TITLE :Network Traffic Classification Using Correlation Information - 2013ABSTRACT:Traffic classification has wide applications in network management, from security monitoring to quality of service measurements. Recent
PROJECT TITLE :Distance Bounding A Practical Security Solution for Real-Time Location Systems - 2013ABSTRACT:The need for implementing adequate security services in industrial applications is increasing. Verifying the physical

Ready to Complete Your Academic MTech Project Work In Affordable Price ?

Project Enquiry