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Pytorch Cookbook


Beginner


Classification

Model Blog Code paper
LeNet Blog Code Gradient-Based Learning Applied to Document
AlexNet [Blog] Code Imagenet-Classification-with-Deep-Convolutional-Neural-Networks
VGG [Blog] Code Very Deep Convolutional Networks for Large-Scale Image Recognition
ResNet [Blog] Code Deep Residual Learning for Image Recognition
GoogLeNet [Blog] Code Going Deeper with Convolutions

Detection

Model Blog Code paper
RCNN Blog [Code] Rich feature hierarchies for accurate object detection and semantic segmentation
YOLOv1 Blog [Code] You Only Look Once: Unified, Real-Time Object Detection
SSD

Segmentation

Model Blog Code paper
FCN Blog [Code] Fully Convolution Networks for Semantic Segmentation
U-Net Blog Code U-Net: Convolutional Networks for Biomedical Image Segmentation

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