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What is: SqueezeNeXt?

SourceSqueezeNext: Hardware-Aware Neural Network Design
Year2000
Data SourceCC BY-SA - https://paperswithcode.com

SqueezeNeXt is a type of convolutional neural network that uses the SqueezeNet architecture as a baseline, but makes a number of changes. First, a more aggressive channel reduction is used by incorporating a two-stage squeeze module. This significantly reduces the total number of parameters used with the 3×3 convolutions. Secondly, it uses separable 3 × 3 convolutions to further reduce the model size, and removes the additional 1×1 branch after the squeeze module. Thirdly, the network use an element-wise addition skip connection similar to that of ResNet architecture.