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CNN

overview

minst minst fashion cifar10
softmax 0.93 0.84 0.39
svm 0.92 0.83 0.32
lenet 0.99 0.87 0.54
lenet-refine 0.99 0.89 0.63
alexnet 0.98 0.89 0.59

基本理论

  • An intuitive guide to Convolutional Neural Networks (article)
  • The best explanation of Convolutional Neural Networks on the Internet! (article)
  • A Comprehensive Guide to Convolutional Neural Networks — the ELI5 way (article)
  • A Beginner's Guide to Convolutional Neural Networks (CNNs) (article)
  • An Intuitive Explanation of Convolutional Neural Networks (article)
  • A Beginner's Guide To Understanding Convolutional Neural Networks (article)
  • A Beginner's Guide To Understanding Convolutional Neural Networks Part 2 (article)
  • The 9 Deep Learning Papers You Need To Know About (Understanding CNNs Part 3) (article)

知乎

  • 【重磅】卷积神经网络为什么能称霸计算机视觉领域? (article)
  • [总结]卷积神经网络发展历程 (article)
  • 卷积神经网络(CNN)的结构设计都有哪些思想? (article)
  • 变形卷积核、可分离卷积?卷积神经网络中十大拍案叫绝的操作。 (article)
  • YJango的卷积神经网络——介绍 (article)
  • 「七夕的礼物」: 一日搞懂卷积神经网络 (article)
  • CS231n课程笔记翻译:卷积神经网络笔记 (article)
  • 94页论文综述卷积神经网络:从基础技术到研究前景 (article)
  • 卷积神经网络CNN完全指南终极版(一) (article)
  • 卷积神经网络(CNN)综述 (article)
  • 卷积神经网络(CNN)详解 (article)

LeNet

  • LeNet-5, convolutional neural networks (article)
  • 6.6. Convolutional Neural Networks (LeNet) (article)
  • LeNet – Convolutional Neural Network in Python (article)
  • LeNet-5 – A Classic CNN Architecture (article)
  • a convolutional neural network in 11 lines (article)
  • LeNet-5 in 9 lines of code using Keras (article)
  • Keras CNN (inspired by LeNet-5) (article)
  • LeNet-5 CNN with Keras - 99.48% (article)
  • matthewrenze/lenet-on-mnist-with-keras-and-tensorflow-in-python (article)
  • TaavishThaman/LeNet-5-with-Keras (article)

AlexNet

  • ImageNet Classification with Deep Convolutional Neural Networks (article)
  • ImageNet Classification with Deep Convolutional Neural Networks (article)
  • A Walk-through of AlexNet (article)
  • AlexNet: A Brief Review (article)
  • AlexNet (article)
  • AlexNet Implementation Using Keras (article)
  • Building AlexNet with Keras (article)
  • keras-deepcv/models/classification/alexnet.py (article)
  • benchmarks/other-wrappers/keras.alexnet.py (article)

VGG

  • cs231n: Convolutional Neural Networks (article)
  • cs231n: CNN Architecture (article)
  • VERY DEEP CONVOLUTIONAL NETWORKS FOR LARGE-SCALE IMAGE RECOGNITION (article)
  • keras-applications/keras_applications/vgg16.py (article)
  • baraldilorenzo/readme.md (article)