Developing a Spectral-Based Strategy for Urban Object Detection From Airborne Hyperspectral TIR and Visible Data


Classification and detection of urban objects are massive challenges for years. High spatial resolution hyperspectral thermal infrared (HSR-HTIR) is a novel supply of information that became available in recent times for urban object detection. During this research, a unique method is proposed for integration of HTIR and very high spatial resolution (VHSR) visible image to classify urban objects. First, atmospheric corrections were enforced to the HSR-HTIR. Second, for the first time, projection pursuit (PP) band reduction method was applied to a completely unique source of knowledge, and the results achieved are better than those obtained by applying principal element analysis (PCA) as a well known band reduction approach. Then, numerous options derived from HSR-HTIR and VHSR images were fed to a pixel-based mostly support vector machine (SVM) classification algorithm, and 7 urban classes detected. Afterward, an innovative strategy, using object-rule-based mostly postprocessing approach, was introduced for postclassification of the raw classification results. Finally, a call-based mostly overlaying method was administered to produce the ultimate map. The classification results obtained indicate the high potential of using solely spectral options. Consequently, its implementation becomes more possible and therefore the accuracies obtained are competitive in comparison to the results announced previously by the IEEE Geoscience and Remote Sensing Society (GRSS) Information Fusion contest 2014.

Did you like this research project?

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

PROJECT TITLE : Computer-Aided Diagnosis of Chronic Kidney Disease in Developing Countries A Comparative Analysis of Machine Learning Techniques ABSTRACT: The high incidence and prevalence of chronic kidney disease (CKD), which
PROJECT TITLE :Developing the World?s First Portable Medical Robot for Autonomous Venipuncture [Industrial Activities]ABSTRACT:Within the past decade, robotic technology has slowly made its push into the medical field. Advanced
PROJECT TITLE :The CRISPR Conundrum: As Millions of Dollars Flow into Developing the Gene-Editing Tool, Scientists Continue to Discover the Technology?s Potential and PitfallsABSTRACT:We have a tendency to are in the midst of
PROJECT TITLE :Using Immersive Virtual Reality to Reduce Work Accidents in Developing CountriesABSTRACT:Thousands of individuals die or are injured in work accidents each year. Although the shortage of safety equipment is one
PROJECT TITLE :Visual Computing and the Progress of Developing CountriesABSTRACT:In many cases, countries' successes can be attributed to technological advancements, and these advancements typically in flip depend on informatics

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

Project Enquiry