0️⃣ Idea Sketch

• Convolution Layer → 1 x N, or N x 1 Convolution, Dilated Convolution, Depthwise Convolution, Separable Convolution

1️⃣ Base Related Work

• 1xN Pattern for Pruning Convolutional Neural Networks

  1xN Pattern for Pruning Convolutional Neural Networks

  • Abstract, Introduction, Related Work, Methodology

    [Summary] 1xN Pattern for Pruning Convolutional Neural Networks

• Xception: Deep Learning with Depthwise Separable Convolutions

  Xception: Deep Learning with Depthwise Separable Convolutions

  Xception

• MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications

  MobileNets: Efficient Convolutional Neural Networks for Mobile...

  MobileNet

• ConvNeXt: A ConvNet for the 2020s

  A ConvNet for the 2020s

2️⃣ Implement Code

• Use 1 x N or N x 1 Convolution, Dilated Convolution (Do NOT compare ResNet-34, StreamlinedNet)

  Implement Code(Mar 17, 2025. - Mar 24, 2025.)

• StreamlinedNet Architecture Visualization

  Architecture Visualization