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Update README.md

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- title: Augmenting Convolutional networks with attention-based aggregation
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  Get the attention map of the model and understand the reason behind the classification decision.
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  # Configuration
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  `title`: _string_
 
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+ title: Augmenting CNNs with attention-based aggregation
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  Get the attention map of the model and understand the reason behind the classification decision.
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+ # Acknowledgements
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+ - [Devjyoti chakraborty](https://twitter.com/Cr0wley_zz)
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+ - [Ritwik Raha](https://twitter.com/ritwik_raha)
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  # Configuration
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  `title`: _string_