arthasjax / awesome_lightweight_networks

MobileNetV1-V3, GhostNet，AdderNet，ShuffleNetV1-V2, MobileNeXt.

awesome_lightweight_networks

A curated list of lightweight_networks related resources, including survey, paper, source code, etc. Maintainer: Murufeng

Table of Contents

[优秀论文解读]

[Recent Papers]

• Bias Loss for Neural Network

  • paper:
  • Github

• Mobile-Former: Bridging MobileNet and Transformer

  • paper
  • Github

• Levit: a vision transformer in convnet’s clothing for faster inference.

  • paper
  • Github

• SkiptNet

• MobileViT

[MobileNets]

• MobileNetV1
• MobileNetV2
• MobileNetV3
• MobileNeXt
• MobileDet

[ShuffleNet]

• ShuffleNetv1
• ShuffleNetV2

[华为诺亚方舟系列]

• AdderNet
• GhostNet
• AdderSR

FaceBook系列

• FBNetV1
• FBNetV2
• FBNetV3

CondenseNetx系列

ESPNet系列

MicroNet系列

Han_Lab 嵌入式移动端部署压缩网络

• Deep Compress
• Once for All: Train One Network and Specialize it for Efficient Deployment
• IOS: Inter-Operator Scheduler For CNN Acceleration
• AMC: AutoML for Model Compression and Acceleration on Mobile Devices
• SpAtten: Efficient Sparse Attention Architecture with Cascade Token and Head Pruning
• MCUNet: Tiny Deep Learning on IoT Devices