A Wave-Shaped Deep Neural Network for Smoke Density Estimation


Smoke density estimate from a single image is an entirely new but severely ill-posed problem.. W.Net is a wave-shaped neural network we developed to combine different convolutional encoder-decoder structures to tackle the problem. Increased receptive fields for storing more semantic information can be achieved by stacking encoder-decoders. Short-cut connections for spatial accuracy are achieved by concatenating outputs from encoders with those from decoders and copying the outputs and resizing them. Short-cut connections are used to connect the W.Net structures and decoding layers since these structures include a lot of localization and semantic information. Smoke segmentation, smoke detection, and disaster modelling all benefit from an estimated smoke density. Both smoke density estimate and segmentation can be improved by our method, according to the experimental results. Visual detection of automobile exhausts is another a successful application of this technology.

Did you like this research project?

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

PROJECT TITLE : Active Learning for Estimating Reachable Sets for Systems With Unknown Dynamics ABSTRACT: This article presents a data-driven method for computing reachable sets that makes use of active learning (AL) to reduce
PROJECT TITLE : Counting People by Estimating People Flows ABSTRACT: Deep neural networks are used in contemporary techniques for counting the number of people in crowded scenes. These networks use individual images to estimate
PROJECT TITLE :A Probabilistic Method for Estimating the Sharing of Identity by Descent for Populations with MigrationABSTRACT:The inference of demographic history of populations is a vital undertaking in population genetics.
PROJECT TITLE :On Estimating Instantaneous Temperature of a Supercapacitor String Using an Observer Based on Experimentally Validated Lumped Thermal ModelABSTRACT:The thermal model of energy storage parts like batteries or supercapacitors
PROJECT TITLE :Regularized Deconvolution-Based Approaches for Estimating Room OccupanciesABSTRACT:We have a tendency to address the matter of estimating the number of folks in a very room using info obtainable in customary HVAC

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

Project Enquiry