SCENE CLASSIFICATION USING Recurrent CNN Technique
Summary
Global Positioning systems are now moving forward with Vision based positioning systems. Camera is being used in all places for safety and security reasons. The research on image based data extraction is always adaptive in which scene classification is one of the criteria.
Scene classification is nothing but extracting the maximum information for the input captured scene image( Casual image captured with Landmark or Text info etc) The maximum information we mean it as text info from the name board of the coffee shop, number plate of the car, name board of the bus stop etc any text.Image info also consists of Land mark of the place such as a temple, a famous building etc
Image processing technique is used basically to extract the information about the input image such as shape, color, text, unique features such as corners, lines, any geometrical shapes etc Extracting those info we call as pre-processing techniques.
Next step is segmentation of the feature extracted info such as any particular shape present then it is to be segmented from the background to analyze it Separately.The text segmentation is another work. extracting the text component alone from the image and converting it into sharpened text image and finally comparing the image components using OCR technique to get the text info completely.
Using the obtained info as feature vectors the input images are compared with the database image and finally using an Recurrent Convolutional Neural Network method we classify the image with database to find out the best matching score.A prototypical model is developed using MATLAB software and results are shown below.
PREPROCESSING
FEATURE EXTRACTION
RCNN MODEL
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Summary
Global Positioning systems are now moving forward with Vision based positioning systems. Camera is being used in all places for safety and security reasons. The research on image based data extraction is always adaptive in which scene classification is one of the criteria.
Scene classification is nothing but extracting the maximum information for the input captured scene image( Casual image captured with Landmark or Text info etc) The maximum information we mean it as text info from the name board of the coffee shop, number plate of the car, name board of the bus stop etc any text.Image info also consists of Land mark of the place such as a temple, a famous building etc
Image processing technique is used basically to extract the information about the input image such as shape, color, text, unique features such as corners, lines, any geometrical shapes etc Extracting those info we call as pre-processing techniques.
Next step is segmentation of the feature extracted info such as any particular shape present then it is to be segmented from the background to analyze it Separately.The text segmentation is another work. extracting the text component alone from the image and converting it into sharpened text image and finally comparing the image components using OCR technique to get the text info completely.
Using the obtained info as feature vectors the input images are compared with the database image and finally using an Recurrent Convolutional Neural Network method we classify the image with database to find out the best matching score.A prototypical model is developed using MATLAB software and results are shown below.
PREPROCESSING
FEATURE EXTRACTION
RCNN MODEL
*******************************************************************************
Contact us for for any kind of VLSI needs. SUBSCRIBE to our Blog & get daily updates Also visit my FREE CORE JOB UPDATES BLOG BELOW!!! https://corejobschennai.blogspot.in/ We Support you Project centers , Project centers in Chennai, Best project centers in Chennai, Ieee project centers in Chennai, Final year project centers, Cse project centers in Chennai, Ece project centers in Chennai, EEE project centers in Chennai, IT project centers in Chennai, BE project centers in Chennai, Me project centers in Chennai, Phd project centers in chennai, M tech project centers in Chennai, Best java training companies in Chennai, B tech project centers in Chennai, Mca project centers in Chennai, Mba project centers in Chennai, Best project centers in Chennai, College projects in Chennai, Academic project companies, Dot net training in Chennai, Best dot net training in Chennai, Java training centers in Chennai, JAVA training Chennai, Software testing in Chennai, Oracle training centers Chennai, Best oracle training centers, Oracle training centers in Chennai, Internship training companies, Internship training, Inplant training in Chennai, Internship training in Chennai, Internship training centers, Real time projects, Real time projects Chennai, Real time project centers in Chennai, Best php training in Chennai, JAVA training Chennai, Java training centers in Chennai, Best php training in Chennai, College projects in Chennai, Mini project centers in Chennai, php training in Chennai, Best dot net training in Chennai, Mini project companies in Chennai
