Browse Source
        
      
      Update
      
        Signed-off-by: shiyu22 <shiyu.chen@zilliz.com>
      
      
        main
      
      
     
    
    
    
	
		
			
				 3 changed files with 
9 additions and 
11 deletions
			 
			
		 
		
			
				- 
					
					
					 
					README.md
				
 
			
				- 
					
					
					 
					image_embedding_resnet50.yaml
				
 
			
				- 
					
						
							
								BIN
							
						
					
					
					 
					readme_res/pipeline.png
				 
			
		
		
			
			
			
			
			
			
				
				
					
						
							
								
									
	
		
			
				
					| 
						
						
							
								
							
						
						
					 | 
				
				 | 
				
					@ -10,9 +10,9 @@ The pipeline is used to **extract the feature vector of a given image**. It firs | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					
 | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					**Input Arguments:** | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					
 | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					- image: | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					- img_path: | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					  - the input image to be encoded | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					  - supported types: `PIL.Image` | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					  - supported types: `str` (path of the image) | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					
 | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					**Pipeline Output:** | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					
 | 
				
			
			
		
	
	
		
			
				
					| 
						
						
						
							
								
							
						
					 | 
				
				 | 
				
					@ -36,11 +36,9 @@ $ pip3 install towhee | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					
 | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					```python | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					>>> from towhee import pipeline | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					>>> from PIL import Image | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					
 | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					>>> img = Image.open('path/to/your/image') | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					>>> embedding_pipeline = pipeline('towhee/image-embedding-resnet50') | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					>>> embedding = embedding_pipeline(img) | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					>>> embedding = embedding_pipeline('path/to/your/image') | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					``` | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					
 | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					## How it works | 
				
			
			
		
	
	
		
			
				
					| 
						
							
								
							
						
						
						
					 | 
				
				 | 
				
					
  | 
				
			
			
		
	
								
							
						
					 
					
				 
			 
		
			
			
			
			
			
			
				
				
					
						
							
								
									
	
		
			
				
					| 
						
						
							
								
							
						
						
					 | 
				
				 | 
				
					@ -7,7 +7,7 @@ operators: | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					        inputs: | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					            - | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					                df: '_start_df' | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					                name: 'img' | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					                name: 'img_path' | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					                col: 0 | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					        outputs: | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					            - | 
				
			
			
		
	
	
		
			
				
					| 
						
						
						
							
								
							
						
					 | 
				
				 | 
				
					@ -23,7 +23,7 @@ operators: | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					        inputs: | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					            - | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					                df: 'image' | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					                name: 'img' | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					                name: 'img_path' | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					                col: 0 | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					        outputs: | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					            - | 
				
			
			
		
	
	
		
			
				
					| 
						
							
								
							
						
						
							
								
							
						
						
					 | 
				
				 | 
				
					@ -65,14 +65,14 @@ dataframes: | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					        name: '_start_df' | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					        columns: | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					            - | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					                name: 'img' | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					                vtype: 'PIL.Image' | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					                name: 'img_path' | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					                vtype: 'str' | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					    - | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					        name: 'image' | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					        columns: | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					            - | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					                name: 'img' | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					                vtype: 'PIL.Image' | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					                name: 'img_path' | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					                vtype: 'str' | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					    - | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					        name: 'image_preproc' | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					        columns: | 
				
			
			
		
	
	
		
			
				
					| 
						
							
								
							
						
						
						
					 | 
				
				 | 
				
					
  | 
				
			
			
		
	
								
							
						
					 
					
				 
			 
		
			
			
			
			
			
			
				
				
					
					
						
							
								
									
	
		
			
			
				
					
						
						
							
							 
							
								
									Width: 
									 | 
									Height: 
									 | 
								
								Size: 263 KiB
							 
						
						
						
						
							
							 
							
								
									Width: 
									 | 
									Height: 
									 | 
								
								Size: 264 KiB
							 
						
						
					 
				 
				
				
				
				
			 
			
		 
	 |