Deep Supervised Hashing with Nonlinear Projections

Su, Sen; Chen, Gang; Cheng, Xiang; Bi, Rong

doi:10.24963/ijcai.2017/388

Deep Supervised Hashing with Nonlinear Projections

Sen Su, Gang Chen, Xiang Cheng, Rong Bi

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Proceedings of the Twenty-Sixth International Joint Conference on Artificial Intelligence. Main track. Pages 2786-2792.

https://doi.org/10.24963/ijcai.2017/388

Keywords

Machine Learning: Machine Learning
Multidisciplinary Topics and Applications: Multidisciplinary Topics and Applications
Machine Learning: Deep Learning

Abstract

Hashing has attracted broad research interests in large scale image retrieval due to its high search speed and efficient storage. Recently, many deep hashing methods have been proposed to perform simultaneous nonlinear feature learning and hash projection learning, which have shown superior performance compared to hand-crafted feature based hashing methods. Nonlinear projection functions have shown their advantages over the linear ones due to their powerful generalization capabilities. To improve the performance of deep hashing methods by generalizing projection functions, we propose the idea of implementing a pure nonlinear deep hashing network architecture. By consolidating the above idea, this paper presents a Deep Supervised Hashing architecture with Nonlinear Projections (DSHNP). In particular, soft decision trees are adopted as the nonlinear projection functions, since they can generate differentiable nonlinear outputs and can be trained with deep neural networks in an end-to-end way. Moreover, to make the hash codes as independent as possible, we design two regularizers imposed on the parameter matrices of the leaves in the soft decision trees. Extensive evaluations on two benchmark image datasets show that the proposed DSHNP outperforms several state-of-the-art hashing methods.

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     

       

                    



                                                                                                                                                                                        

 

                                                                            

                     

                                                                                                

                                                                                                                                                                                                    

                                                             

                                                                                                                      

      

                                             
                                  
                         

 

                                                                                                                                                                                                                                  

                                                                   

                                                                                                            

                                                                                                 

      

                                                                                      

 

                                                                                                                                                                   

Formula not decoded

                                    

Formula not decoded

   

                                                                                                                                                                                                                  

                                                                                   

                  

Formula not decoded

                                                                                                                                           

Formula not decoded

      

  

                                                                                                                                                       

                                         

Formula not decoded

                                       

         

Formula not decoded

                                    

                               

                                   

Formula not decoded

                                                                                  

             

Formula not decoded

                                                      

  

                                                    

                                                                  

Formula not decoded

                   

Formula not decoded

                                                  

Formula not decoded

 

                                          

Formula not decoded

                                      

Formula not decoded

                      

Formula not decoded

       

         

Formula not decoded

                                                        

 

   

                                  



                                                                                                  



                                                                                                           

                     

  

                                                                                                                         

  

    

                  

  

      

      

                                                                                                                                                             

    

                                                                                                                                     

                 
					
								
								
								
								
								
								
								
								
								
								
								
								

    

 

               

                
                       
                         
                        

                                                                                                 



                                                                                                

                                                                                                                                                                                                                   

 

                                                                                                                                 



             
                   
                       
                       
                        
                    
            
            
                
                
                    
             
                         
                          
                      
                         
                             
                         
                     
                      
                 
                   
                 
                               
                     
                  
                    
                     
               
                          
                       
                            
                         

Sen Su, Gang Chen, Xiang Cheng, and Rong Bi. 2017. Deep Supervised Hashing with Nonlinear Projections. In Proceedings of the Twenty-Sixth International Joint Conference on Artificial Intelligence, IJCAI-17. IJCAI, 2786–2792. https://doi.org/10.24963/ijcai.2017/388

@inproceedings{ijcai2017p388,
  title     = {Deep Supervised Hashing with Nonlinear Projections},
  author    = {Su, Sen and Chen, Gang and Cheng, Xiang and Bi, Rong},
  booktitle = {Proceedings of the Twenty-Sixth International Joint Conference on
               Artificial Intelligence, {IJCAI-17}},
  publisher = {International Joint Conferences on Artificial Intelligence Organization},
  editor    = {Carles Sierra},
  pages     = {2786--2792},
  year      = {2017},
  month     = {8},
  note      = {Main track},
  doi       = {10.24963/ijcai.2017/388},
  url       = {https://doi.org/10.24963/ijcai.2017/388},
}

TY  - CPAPER
TI  - Deep Supervised Hashing with Nonlinear Projections
AU  - Su, Sen
AU  - Chen, Gang
AU  - Cheng, Xiang
AU  - Bi, Rong
T2  - Proceedings of the Twenty-Sixth International Joint Conference on Artificial Intelligence, IJCAI-17
PB  - International Joint Conferences on Artificial Intelligence Organization
PY  - 2017
SP  - 2786
EP  - 2792
DO  - 10.24963/ijcai.2017/388
UR  - https://doi.org/10.24963/ijcai.2017/388
ER  -