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eee4423_cv's Introduction

EEE4423 : CV papers

All the codes are implemented on pytorch

1. CNN

Paper Name Published Links
Very Deep Convolutional Networks for Large-Scale Image Recognition 2014 [paper] [code]
Deep Residual Learning for Image Recognition 2015 [paper] [code]

2. CNN Limitation

Paper Name Published Links
Spatial Transformer Networks 2015 [paper]

3. CNN Interpretation & Attention

Paper Name Published Links
Learning Deep Features for Discriminative Localization 2015 [paper]
Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization 2016 [paper]

4. Single Image Super-Resolution

Paper Name Published Links
Accelerating the Super-Resolution Convolutional Neural Network 2016 [paper]

5. Semantic Segmentation

Paper Name Published Links
Fully Convolutional Networks for Semantic Segmentation 2014 [paper]
Multi-Scale Context Aggregation by Dilated Convolutions 2015 [paper]

6. Object Detection

Paper Name Published Links
You Only Look Once: Unified, Real-Time Object Detection 2015 [paper]

7. Style Transfer

Paper Name Published Links
Perceptual Losses for Real-Time Style Transfer and Super-Resolution 2016 [paper]
Image Style Transfer Using Convolutional Neural Networks 2016 [paper]

8. GAN

Paper Name Published Links
Generative Adversarial Nets 2014 [paper]
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks 2015 [paper]

9. Image Translation

Paper Name Published Links
Image-to-Image Translation with Conditional Adversarial Networks 2016 [paper]
Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks 2017 [paper]

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