Conference PaperPDF Available

PERFORMANCE OF DEEP EXTREME LEARNING MACHINES WITH LU KERNEL ON MORPHOMETRIC FISH RECOGNITION

Authors:
  • Iskenderun Technical University
  • Iskenderun Technical University, Hatay, Turkey
  • Iskenderun Technical University

Abstract

Fish recognition becomes a popular researching area for Marine sciences and computer engineering by the developments on image processing techniques and acquiring detailed databases. The fish images from different families and species enables computational and morphological assessments for fish recognition applications. This study aimed to separate three species of mullidae family (Mullus barbatus,Mullus Surmuletus, and Upeneus mollucensis) which are hard to classify in consequence of similar appearance, color and the fin type using morphometric measurements between landmark points (fins, head and mouth) on pre-processed fish images. In the pre-processing stage, the background of the each fish image was eliminated and the metrics of the fishes were calculated using a calibration tool. The morphometric features between 13 landmarks were extracted using calibration tool from the pre-processed fish images. Deep Extreme Learning Machines with Lower-Upper Triangulation kernel is used as the classifier with 3-fold cross validation method. Using morphometric features with the Deep Learning had achieved a classification accuracy of 92.41% for 3 fish-species of Mullidae family.
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



















 
























           



              

           
              
               
            








                 



               
         

          
          
               
  
                
              
             
              


          , D’Elia et al. (2014) extracted



   
                

             
                  
   


               
            

 






            
   

   

              





             





 
              
           
 

               





   
             



 

  

 

 









           


             

          

 

   


 











           

            
 


   
             
            

            
               
        
 








                


 
  

  


  
   



 




             



             
               


             

              

   






  




  




  




 


 

 


            
      

 
    
 






             



 
   



“revolution.” Italian Journal of Zoology, 71(1), 5–
                


 
           

     






            




       
          

   

 
         





               

           

              
 

          

  
           

 






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