Update README.md

Author: celisun

README.md

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 # Generalized Pooling Functions: mixed and gated pooling in CNN
 
-Experiments are implementing and are based on Chen Lee, P.W.Gallagher, Z.Tu, Gneralizing Pooling Functions in Convolutional Neural Networks: Mixed, Gated and Tree, 2015. This work was used to satisfy the coursework final project for the research course Machine Learning Practial in University of Edinburgh.
+Experiments are implementing and are based on Chen Lee, P.W.Gallagher, Z.Tu, Gneralizing Pooling Functions in Convolutional Neural Networks: Mixed, Gated and Tree, 2015. My work was used to satisfy the coursework final project for the research course Machine Learning Practial in University of Edinburgh.
 
-Experiment results again show the advantages obtained from these innovate pooling functions (mixed and gated) in CNN-like architectures in object recognition. Scripts show part of my implementation
+Experiment results again show the advantages obtained from these innovate pooling functions (mixed and gated) in CNN-like architectures in object recognition.
 
 ### Empirical Results
-
 <img src=https://raw.githubusercontent.com/celisun/Generalized-Pooling-Functions-Mixed-and-Gated-in-Convolutional-Neural-Networks/master/table-comparison.png width="650">
 
 
-### Mixed / Gated Operation
-<img src=https://raw.githubusercontent.com/celisun/Generalized-Pooling-Functions-Mixed-and-Gated-in-Convolutional-Neural-Networks/master/graph.png width="650">
+