DenseNet

Manish Chablani
Towards Data Science
12 min readAug 25, 2017

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Many papers:

Original DenseNet paper: https://arxiv.org/pdf/1608.06993v3.pdf

DenseNet Semantic Segmentation: https://arxiv.org/pdf/1611.09326v2.pdf

DenseNet for Optical flow: https://arxiv.org/pdf/1707.06316v1.pdf

DenseNet architecture is new, it is a logical extension of ResNet.

ResNet architecture has a fundamental building block (Identity) where you merge (additive) a previous layer into a future layer. Reasoning here is by adding additive merges we are forcing the network to learn residuals (errors i.e. diff…

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Head of AI @EightSleep , Marathoner. (Past: AI in healthcare @curaiHQ , DL for self driving cars @cruise , ML @Uber , Early engineer @MicrosoftAzure cloud