[Paper] DeepCNN: Deep CNN for IQA (Image Quality Assessment)

Outperforms SOTA Approaches Such As IQA-CNN

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Outline

1. DeepCNN: Network Architecture

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DeepCNN: Network Architecture

1.1. Input

1.2. Pretrained NIN from 1st to 26th layers

1.3. New layers from 27th to 31th layers

1.4. Larger Patch Size

2. Experimental Results

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Median LCC and SRPCC on LIVE

And DeepCNN needs only 50 ms to process one image which makes the real-time application possible. (It does not mention it uses GPU or CPU.)

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PhD, Researcher. I share what I've learnt and done. :) My LinkedIn: https://www.linkedin.com/in/sh-tsang/, My Paper Reading List: https://bit.ly/33TDhxG

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