Fast Edge Detection Using Structured Forests

Abstract

An important and very crucial component of many systems involving images is the edge detection which includes object detectors and image segmentation algorithms. Edge patches always shows shapes of its inherent structure, like T junctions or lines. Taking advantage of the shapes available in the images we get to know of an edge detector which is accurate and efficient. In this approach the structured labels is robustly mapped to a space that is discrete by which evaluation of the measure of the standard information gain is possible. The outcome is a way that shows a real time performance which is many times faster than any of the traditional and modern approaches available today, which also achieves the best results for edge detection both the Berkeley Segmentation Dataset and Benchmark (BSDS 500) and the NYU depth dataset. This approach also shows its strength as a an edge detector that can be used for any regular purpose by displaying how this method generalize across all datasets

Authors and Affiliations

Bindu Nair

Keywords

Related Articles

Experimental Study of use of Solar Energy for the Effluent Treatment by Using Flat Plate Collector

The survey has made an attempt to find the impact of effluent in the environment. It is observed that the evaporation on black body flat plate more effectively during summer with very high evaporation rate and moderate e...

Investigation of the effect of Training Data on the Performance of Support Vector Machine in Classification of BrainMR Images

In recent years, a wide research is being carried out on brain imaging which involves computer aided detection of abnormalities in brain. Out of many diagnostic imaging techniques for the early detection of any abnormal...

Time Efficient Structure for DFT Filter Bank

Conventional filter bank based spectrum sensing methods employ uniform Discrete Fourier Transform Filter Bank (DFTFB). But the complexity with this is very high and the structure is inefficient since it remains idle for...

Teixobactin: A Novel Antibiotic in 30 Years and the Key to Beat Resistance

Teixobactin, is first new type of antibiotic in 30 years with properties that minimise development of bacterial resistance. It is discovered by scientist from Northeastern University and Novobiotic Pharmaceuticals by iso...

String Transformation for Effective Search

String transformation can be considered as a problem in natural language processing such as data mining, information retrieval, bioinformatics, medical science etc. If we simply consider the medical system there is great...

Download PDF file
  • EP ID EP244909
  • DOI -
  • Views 63
  • Downloads 0

How To Cite

Bindu Nair (2016). Fast Edge Detection Using Structured Forests. International journal of Emerging Trends in Science and Technology, 3(8), 4450-4462. https://europub.co.uk/articles/-A-244909