CNN

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)