深度學習筆記(12):Image Classification
自本文開始,深度學習筆記系列,將針對各式經典的DL模型進行筆記摘要
1) InceptionV3
A Simple Guide to the Versions of the Inception Network
Review: Inception-v3–1st Runner Up (Image Classification) in ILSVRC 2015
2) MobileNet
Transfer Learning using Mobilenet and Keras
Review: MobileNetV1 — Depthwise Separable Convolution (Light Weight Model)
Creating insanely fast image classifiers with MobileNet in TensorFlow
3) SqueezeNEt
Review: SqueezeNet (Image Classification)
Squeeze-Net — Model size of 0.5MB, is it true?
4) VGGNet
What is the VGG neural network?
Review: VGGNet — 1st Runner-Up (Image Classification), Winner
(Localization) in I LSVRC 2014
Difference between AlexNet, VGGNet, ResNet, and Inception
5) ResNet
6) ResNeXt
An Overview of ResNet and its Variants
Intuition For: ResNet — Deep Residual Learning for Image Recognition
Review: ResNeXt — 1st Runner Up in ILSVRC 2016 (Image Classification)