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Adding Non-Linear Context To Deep Networks

Michele Covell, David Marwood, Shumeet Baluja

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    Length: 00:10:04
17 Oct 2022

We consider the perceptual quality optimization in image coding through adaptive quantization. A differential contrast model is proposed to measure the visual sensitivity to the quantization distortions, and thereby deriving the spatially adaptive quantization strategy. A complementary quantitative approach is provided as a means to efficiently calculate the proposed differential contrast model. The resulting visual quality improvement is experimentally demonstrated.

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