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The mAP on VOC2007 test in only 53.5%, which is much worse than 56.8% in the Neurips paper #9

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dsthing opened this issue Dec 23, 2020 · 4 comments

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@dsthing
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dsthing commented Dec 23, 2020

Hello, your work is excellent!
But the result of your code is only 53.5% mAP, which is significantly lower than 56.8% mAP reported in your paper.
Any suggestions to how one might reproduce the published results?

the classification AP is                                                                                                                                                                                                                                                      
AP for aeroplane = 0.9836                                                                                                                                                                                                                                                     
AP for bicycle = 0.9709                                                                                                                                                                                                                                                       
AP for bird = 0.9765                                                                                                                                                                                                                                                          
AP for boat = 0.9553                                                                                                                                                                                                                                                          
AP for bottle = 0.8009                                                                                                                                                                                                                                                        
AP for bus = 0.9501                                                                                                                                                                                                                                                           
AP for car = 0.9724                                                                                                                                                                                                                                                           
AP for cat = 0.9677                                                                                                                                                                                                                                                           
AP for chair = 0.7514                                                                                                                                                                                                                                                         
AP for cow = 0.9229                                                                                                                                                                                                                                                           
AP for diningtable = 0.8283                                                                                                                                                                                                                                                   
AP for dog = 0.9770                                                                                                                                                                                                                                                           
AP for horse = 0.9687                                                                                                                                                                                                                                                         
AP for motorbike = 0.9549                                                                                                                                                                                                                                                     
AP for person = 0.9897                                                                                                                                                                                                                                                        
AP for pottedplant = 0.8265                                                                                                                                                                                                                                                   
AP for sheep = 0.9278                                                                                                                                                                                                                                                         
AP for sofa = 0.8116                                                                                                                                                                                                                                                          
AP for train = 0.9726                                                                                                                                                                                                                                                         
AP for tvmonitor = 0.9102                                                                                                                                                                                                                                                     
__________________ 
the mAP is 92.0957                                                                                                                                                                                                                                                            
Evaluating detections                                                                                                                                                                                                                                                         
Writing aeroplane VOC results file                                                                                                                                                                                                                                            
Writing bicycle VOC results file                                                                                                                                                                                                                                              
Writing bird VOC results file                                                                                                                                                                                                                                                 
Writing boat VOC results file                                                                                                                                                                                                                                                 
Writing bottle VOC results file                                                                                                                                                                                                                                               
Writing bus VOC results file                                                                                                                                                                                                                                                  
Writing car VOC results file                                                                                                                                                                                                                                                  
Writing cat VOC results file                                                                                                                                                                                                                                                  
Writing chair VOC results file                                                                                                                                                                                                                                                
Writing cow VOC results file                                                                                                                                                                                                                                                  
Writing diningtable VOC results file                                                                                                                                                                                                                                          
Writing dog VOC results file                                                                                                                                                                                                                                                  
Writing horse VOC results file                                                                                                                                                                                                                                                
Writing motorbike VOC results file                                                                                                                                                                                                                                            
Writing person VOC results file                                                                                                                                                                                                                                               
Writing pottedplant VOC results file                                                                                                                                                                                                                                          
Writing sheep VOC results file                                                                                                                                                                                                                                                
Writing sofa VOC results file                                                                                                                                                                                                                                                 
Writing train VOC results file                                                                                                                                                                                                                                                
Writing tvmonitor VOC results file 
VOC07 metric? Yes                                                                                                                                                                                                                                                             
AP for aeroplane = 0.6933                                                                                                                                                                                                                                                     
AP for bicycle = 0.6773                                                                                                                                                                                                                                                       
AP for bird = 0.5468                                                                                                                                                                                                                                                          
AP for boat = 0.3945                                                                                                                                                                                                                                                          
AP for bottle = 0.2312                                                                                                                                                                                                                                                        
AP for bus = 0.6964                                                                                                                                                                                                                                                           
AP for car = 0.6922                                                                                                                                                                                                                                                           
AP for cat = 0.7217                                                                                                                                                                                                                                                           
AP for chair = 0.2173                                              
AP for cow = 0.6577                                                
AP for diningtable = 0.4632                                        
AP for dog = 0.6464                                                
AP for horse = 0.5931                                              
AP for motorbike = 0.6789                                          
AP for person = 0.1639                                             
AP for pottedplant = 0.2502                                        
AP for sheep = 0.5352                                              
AP for sofa = 0.5645                                               
AP for train = 0.6312                                              
AP for tvmonitor = 0.6608                                          
Mean AP = 0.5358 
@Justinhzy
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Justinhzy commented Dec 23, 2020

Hi,
The current version only contains unparalleled CASD_IW(54.6%). Paralleled CASD_LW and regression_brand is coming soon.

@UcanSee
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UcanSee commented Jan 8, 2021

Hello, your work is excellent!
But the result of your code is only 53.5% mAP, which is significantly lower than 56.8% mAP reported in your paper.
Any suggestions to how one might reproduce the published results?

the classification AP is                                                                                                                                                                                                                                                      
AP for aeroplane = 0.9836                                                                                                                                                                                                                                                     
AP for bicycle = 0.9709                                                                                                                                                                                                                                                       
AP for bird = 0.9765                                                                                                                                                                                                                                                          
AP for boat = 0.9553                                                                                                                                                                                                                                                          
AP for bottle = 0.8009                                                                                                                                                                                                                                                        
AP for bus = 0.9501                                                                                                                                                                                                                                                           
AP for car = 0.9724                                                                                                                                                                                                                                                           
AP for cat = 0.9677                                                                                                                                                                                                                                                           
AP for chair = 0.7514                                                                                                                                                                                                                                                         
AP for cow = 0.9229                                                                                                                                                                                                                                                           
AP for diningtable = 0.8283                                                                                                                                                                                                                                                   
AP for dog = 0.9770                                                                                                                                                                                                                                                           
AP for horse = 0.9687                                                                                                                                                                                                                                                         
AP for motorbike = 0.9549                                                                                                                                                                                                                                                     
AP for person = 0.9897                                                                                                                                                                                                                                                        
AP for pottedplant = 0.8265                                                                                                                                                                                                                                                   
AP for sheep = 0.9278                                                                                                                                                                                                                                                         
AP for sofa = 0.8116                                                                                                                                                                                                                                                          
AP for train = 0.9726                                                                                                                                                                                                                                                         
AP for tvmonitor = 0.9102                                                                                                                                                                                                                                                     
__________________ 
the mAP is 92.0957                                                                                                                                                                                                                                                            
Evaluating detections                                                                                                                                                                                                                                                         
Writing aeroplane VOC results file                                                                                                                                                                                                                                            
Writing bicycle VOC results file                                                                                                                                                                                                                                              
Writing bird VOC results file                                                                                                                                                                                                                                                 
Writing boat VOC results file                                                                                                                                                                                                                                                 
Writing bottle VOC results file                                                                                                                                                                                                                                               
Writing bus VOC results file                                                                                                                                                                                                                                                  
Writing car VOC results file                                                                                                                                                                                                                                                  
Writing cat VOC results file                                                                                                                                                                                                                                                  
Writing chair VOC results file                                                                                                                                                                                                                                                
Writing cow VOC results file                                                                                                                                                                                                                                                  
Writing diningtable VOC results file                                                                                                                                                                                                                                          
Writing dog VOC results file                                                                                                                                                                                                                                                  
Writing horse VOC results file                                                                                                                                                                                                                                                
Writing motorbike VOC results file                                                                                                                                                                                                                                            
Writing person VOC results file                                                                                                                                                                                                                                               
Writing pottedplant VOC results file                                                                                                                                                                                                                                          
Writing sheep VOC results file                                                                                                                                                                                                                                                
Writing sofa VOC results file                                                                                                                                                                                                                                                 
Writing train VOC results file                                                                                                                                                                                                                                                
Writing tvmonitor VOC results file 
VOC07 metric? Yes                                                                                                                                                                                                                                                             
AP for aeroplane = 0.6933                                                                                                                                                                                                                                                     
AP for bicycle = 0.6773                                                                                                                                                                                                                                                       
AP for bird = 0.5468                                                                                                                                                                                                                                                          
AP for boat = 0.3945                                                                                                                                                                                                                                                          
AP for bottle = 0.2312                                                                                                                                                                                                                                                        
AP for bus = 0.6964                                                                                                                                                                                                                                                           
AP for car = 0.6922                                                                                                                                                                                                                                                           
AP for cat = 0.7217                                                                                                                                                                                                                                                           
AP for chair = 0.2173                                              
AP for cow = 0.6577                                                
AP for diningtable = 0.4632                                        
AP for dog = 0.6464                                                
AP for horse = 0.5931                                              
AP for motorbike = 0.6789                                          
AP for person = 0.1639                                             
AP for pottedplant = 0.2502                                        
AP for sheep = 0.5352                                              
AP for sofa = 0.5645                                               
AP for train = 0.6312                                              
AP for tvmonitor = 0.6608                                          
Mean AP = 0.5358 

Hi, when I run the codes, there occurred an error: 'Selective search data not found at: data/selective_search_data/voc_2007_trainval.mat' in pascal_voc.py , did you meet the same problem?

@hyhyni
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hyhyni commented Jan 11, 2021

Hello, your work is excellent!
But the result of your code is only 53.5% mAP, which is significantly lower than 56.8% mAP reported in your paper.
Any suggestions to how one might reproduce the published results?

the classification AP is                                                                                                                                                                                                                                                      
AP for aeroplane = 0.9836                                                                                                                                                                                                                                                     
AP for bicycle = 0.9709                                                                                                                                                                                                                                                       
AP for bird = 0.9765                                                                                                                                                                                                                                                          
AP for boat = 0.9553                                                                                                                                                                                                                                                          
AP for bottle = 0.8009                                                                                                                                                                                                                                                        
AP for bus = 0.9501                                                                                                                                                                                                                                                           
AP for car = 0.9724                                                                                                                                                                                                                                                           
AP for cat = 0.9677                                                                                                                                                                                                                                                           
AP for chair = 0.7514                                                                                                                                                                                                                                                         
AP for cow = 0.9229                                                                                                                                                                                                                                                           
AP for diningtable = 0.8283                                                                                                                                                                                                                                                   
AP for dog = 0.9770                                                                                                                                                                                                                                                           
AP for horse = 0.9687                                                                                                                                                                                                                                                         
AP for motorbike = 0.9549                                                                                                                                                                                                                                                     
AP for person = 0.9897                                                                                                                                                                                                                                                        
AP for pottedplant = 0.8265                                                                                                                                                                                                                                                   
AP for sheep = 0.9278                                                                                                                                                                                                                                                         
AP for sofa = 0.8116                                                                                                                                                                                                                                                          
AP for train = 0.9726                                                                                                                                                                                                                                                         
AP for tvmonitor = 0.9102                                                                                                                                                                                                                                                     
__________________ 
the mAP is 92.0957                                                                                                                                                                                                                                                            
Evaluating detections                                                                                                                                                                                                                                                         
Writing aeroplane VOC results file                                                                                                                                                                                                                                            
Writing bicycle VOC results file                                                                                                                                                                                                                                              
Writing bird VOC results file                                                                                                                                                                                                                                                 
Writing boat VOC results file                                                                                                                                                                                                                                                 
Writing bottle VOC results file                                                                                                                                                                                                                                               
Writing bus VOC results file                                                                                                                                                                                                                                                  
Writing car VOC results file                                                                                                                                                                                                                                                  
Writing cat VOC results file                                                                                                                                                                                                                                                  
Writing chair VOC results file                                                                                                                                                                                                                                                
Writing cow VOC results file                                                                                                                                                                                                                                                  
Writing diningtable VOC results file                                                                                                                                                                                                                                          
Writing dog VOC results file                                                                                                                                                                                                                                                  
Writing horse VOC results file                                                                                                                                                                                                                                                
Writing motorbike VOC results file                                                                                                                                                                                                                                            
Writing person VOC results file                                                                                                                                                                                                                                               
Writing pottedplant VOC results file                                                                                                                                                                                                                                          
Writing sheep VOC results file                                                                                                                                                                                                                                                
Writing sofa VOC results file                                                                                                                                                                                                                                                 
Writing train VOC results file                                                                                                                                                                                                                                                
Writing tvmonitor VOC results file 
VOC07 metric? Yes                                                                                                                                                                                                                                                             
AP for aeroplane = 0.6933                                                                                                                                                                                                                                                     
AP for bicycle = 0.6773                                                                                                                                                                                                                                                       
AP for bird = 0.5468                                                                                                                                                                                                                                                          
AP for boat = 0.3945                                                                                                                                                                                                                                                          
AP for bottle = 0.2312                                                                                                                                                                                                                                                        
AP for bus = 0.6964                                                                                                                                                                                                                                                           
AP for car = 0.6922                                                                                                                                                                                                                                                           
AP for cat = 0.7217                                                                                                                                                                                                                                                           
AP for chair = 0.2173                                              
AP for cow = 0.6577                                                
AP for diningtable = 0.4632                                        
AP for dog = 0.6464                                                
AP for horse = 0.5931                                              
AP for motorbike = 0.6789                                          
AP for person = 0.1639                                             
AP for pottedplant = 0.2502                                        
AP for sheep = 0.5352                                              
AP for sofa = 0.5645                                               
AP for train = 0.6312                                              
AP for tvmonitor = 0.6608                                          
Mean AP = 0.5358 

hello, i want to ask you a question. when I run the codes, there occurred an error: 'Selective search data not found at: data/selective_search_data/voc_2007_trainval.mat', I want to know where or how to get this file?

@won-bae
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won-bae commented Apr 28, 2021

Hi,
The current version only contains unparalleled CASD_IW(54.6%). Paralleled CASD_LW and regression_brand is coming soon.

Hi,
It's been a while since you said paralleled version will be added but I don't think it has been updated yet. Do you have a plan to add it sometime soon?

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