adding performance

Author: dbickson

README.md

@@ -5,6 +5,23 @@ FastDup is a tool for fast detection of duplicate and near duplicate images.
 
 ![alt text](https://github.com/visualdatabase/fastdup/blob/main/gallery/flower.png)
 
+# FastDup is FAST
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+![alt text](https://github.com/visualdatabase/fastdup/blob/main/gallery/fastdup_performance.png)
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+We run on the full ImageNet dataset (11.5M images) to compare all pairs of images in less than 3 hours WITHOUT a GPU (with Google cloud cost of 5$).
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+# FastDup is ACCURATE
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+![alt text](https://github.com/visualdatabase/fastdup/blob/main/gallery/fastdup_duplicates.png)
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+FastDup identifies 1,200,000 duplicate images on the ImageNet dataset.
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 # Installation
 ## Ubuntu 20.04 LTS Machine Setup
 Required setup