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ConvNet: Convolutional Neural Networks

Convolutional Netural Networks를 간단히 줄여서 ConvNet 또는 CNN으로 부르고 있습니다. CNN의 경우 미국 케이블 뉴스 네트워크와 이름이 동일하여 검색이 어려운 점이 있어, ConvNet로 부르자는 주장도 있습니다. 이 블로그는 ConvNet으로 표기하며, 다른 페이지를 참조할때는 해당 페이지에서 표시에 따릅니다.

ConvNet Basics

• CNN #1 - 라온피플 blog #1
• CNN #2 - 라온피플 blog #2
• CNN #3 - 라온피플 blog #3
• CNN #4 - 라온피플 blog #4
• CNN #5 - 라온피플 blog #5
• CS231n: Convolutional Neural Networks for Visual Recognition - Stanford University youtube

ConvNet Basic Papers

• Backpropagation Applied to Handwritten Zip Code - 1989 paper
• Gradient-Based Learning Applied to Document Recognition - 1998 paper
• Hierarchical Neural Networks for Image Interpretation - 2003 book paper
• Best Practices for Convolutional Neural Networks Applied to Visual Document Analysis - 2003 paper

LeNet

• LeNet - 라온피플 blog #1

AlexNet

• AlexNet - 라온피플 #1 blog #1
• AlexNet - 라온피플 #2 blog #2
• AlexNet - 라온피플 #3 blog #3
• AlexNet - ImageNet Classification with Deep Convolutional Neural Networks - 2012 paper
• Improving neural networks by preventing co-adaptation of feature detectors - 2012 paper

ZFNet

• ZFNet #1 - 라온피플 blog
• ZFNet #2 - 라온피플 blog
• ZFNet #3 - 라온피플 blog
• Visualizing and Understanding Convolutional Networks - 2013 paper
• Return of the Devil in the Details: Delving Deep into Convolutional Nets - 2014 paper
• deepViz: Visualizing Convolutional Neural Networks for Image Classification - 2015 paper

NIN: Network In Network

• GoogLeNet - 라온피플 #3 NIN
• NIN - Network In Network - 2014 paper

GoogLeNet

• GoogLeNet #1 - 라온피플 blog
• GoogLeNet #2 - 라온피플 blog
• GoogLeNet #3 - 라온피플 blog
• GoogLeNet #4 - 라온피플 blog
• GoogLeNet #5 - 라온피플 blog
• GoogLeNet #6 - 라온피플 blog
• Going Deeper with Convolutions - 2015 paper

R-CNN

• R-CNN - 라온피플 GoogLeNet #6
• Rich feature hierarchies for accurate object detection and semantic segmentation - 2013 paper

VGGNet

• VGGNet #1 - 라온피플 blog
• VGGNet #2 - 라온피플 blog
• Very Deep Convolutional Networks for Large-Scale Image Recognition - 2015 paper

SPPNet <- R-CNN

• Spatial Pyramid Pooling in Deep Convolutional Networks for Visual Recognition - 2015 paper

ResNet

• Deep Residual Learning for Image Recognition - 2015 paper
• Identity Mappings in Deep Residual Networks - 2016 [https://arxiv.org/abs/1603.05027]
• ResNet #1 - 라온피플 blog
• ResNet #2 - 라온피플 blog
• ResNet #3 - 라온피플 blog
• ResNet #4 - 라온피플 blog
• ResNet #5 - 라온피플 blog
• ResNet #6 - 라온피플 blog

Neural Transfer

• 고흐의 그림을 따라그리는 Neural Network, a Neural Algorithm of Artistic Style - SanghyukChun blog
• Neural Transfer with PyTorch - PyTorch Tutorial official site
• A Neural Algorithm of Artistic Style - Leon A. Gatys, Alexander S. Ecker, Matthias Bethge - 2015 paper

Fast R-CNN

• Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks - 2016 paper
• Fast R-CNN - 2015 paper
• Object Detection Networks on Convolutional Feature Maps - 2015 paper
• RoI Pooling Layer: Region of Interest pooling explined deepsense.ai Tomasz Grel
• Fast R-CNN #4 - 라온피플 blog ResNet
• Fast R-CNN #5 - 라온피플 blog ResNet

Auxiliary Classifier

• GoogLeNet - 라온피플 blog #4 Auxiliary Classifier
• Deeply-Supervised Nets - 2014 paper
• Training Deeper Convolutional Networks with Deep Supervision - 2015 paper

Factorizing Convolutions

• GoogLeNet - 라온피플 blog #4 Factorizing Convolution

Overfeat

• Overfeat - 라온피플 blog