PROJECT TITLE :

Probabilistic Motion Diffusion of Labeling Priors for Coherent Video Segmentation

ABSTRACT:

We present a robust algorithm for temporally coherent video segmentation. Our approach is driven by multi-label graph cut applied to successive frames, fusing information from the current frame with an appearance model and labeling priors propagated forwarded from past frames. We propagate using a novel motion diffusion model, producing a per-pixel motion distribution that mitigates against cumulative estimation errors inherent in systems adopting “hard” decisions on pixel motion at each frame. Further, we encourage spatial coherence by imposing label consistency constraints within image regions (super-pixels) obtained via a bank of unsupervised frame segmentations, such as mean-shift. We demonstrate quantitative improvements in accuracy over state-of-the-art methods on a variety of sequences exhibiting clutter and agile motion, adopting the Berkeley methodology for our comparative evaluation.


Did you like this research project?

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


PROJECT TITLE : Convex Relaxations of Probabilistic AC Optimal Power Flow for Interconnected AC and HVDC Grids ABSTRACT: Increased reliability, connection to offshore wind, and coupling of power markets are all benefits of
PROJECT TITLE : A Probabilistic Approach for Vision-Based  Fire Detection in Videos ABSTRACT: In the field of computer vision, automated fire detection is a hot topic. We propose and evaluate a new method for detecting fire
PROJECT TITLE :Accurate Location Tracking From CSI-Based Passive Device-Free Probabilistic Fingerprinting - 2018ABSTRACT:The research on indoor localization has received great interest in recent times. This has been fueled by
PROJECT TITLE :A Probabilistic Framework for Structural Analysis and Community Detection in Directed Networks - 2018ABSTRACT:There's growing interest in structural analysis of directed networks. Two major points that require
PROJECT TITLE :Probabilistic Optimization of Resource Distribution and Encryption for Data Storage in the Cloud - 2018ABSTRACT:During this Project, we tend to develop a decentralized probabilistic technique for performance optimization

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

Project Enquiry