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dl_paper_implementation's Introduction

DL Papers

Image Classification

ImageNet Classification with Deep Convolutional Neural Networks [pdf] [code]
Very Deep Convolutional Networks for Large-Scale Image Recognition [pdf] [code]
Deep Residual Learning for Image Recognition [pdf] [code]
Going Deeper with Convolutions [pdf] [code]
Dynamic Routing Between Capsules [pdf] [code]
Exploring Randomly Wired Neural Networks for Image Recognition [pdf] [code]
AN IMAGE IS WORTH 16X16 WORDS:TRANSFORMERS FOR IMAGE RECOGNITION AT SCALE [pdf] [code]
Tokens-to-Token ViT: Training Vision Transformers from Scratch on ImageNet [pdf] [code]
Training data-efficient image transformers & distillation through attention [pdf] [code]

Generative Models

Generative Adversarial Networks [pdf] [code]
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks [pdf] [code]
Image-to-Image Translation with Conditional Adversarial Networks [pdf] [code]
ViTGAN: Training GANs with Vision Transformers [pdf]

Super Resolution

Image Super-Resolution Using Deep Convolutional Networks [pdf] [code]
Accurate Image Super-Resolution Using Very Deep Convolutional Networks [pdf] [code]
Real-Time Single Image and Video Super-Resolution Using an Efficient Sub-Pixel Convolutional Neural Network [pdf]
Deeply-Recursive Convolutional Network for Image Super-Resolution [pdf]
Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network [pdf] [code]
Enhanced Deep Residual Networks for Single Image Super-Resolution [pdf] [code]
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks [pdf] [code]
RankSRGAN: Generative Adversarial Networks with Ranker for Image Super-Resolution [pdf]
Efficient Deep Neural Network for Photo-realistic Image Super-Resolution [pdf] [code]
Learning Texture Transformer Network for Image Super-Resolution [pdf]

Segmentation

U-Net: Convolutional Networks for Biomedical Image Segmentation [pdf] [code]
TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation [pdf]
SepViT: Separable Vision Transformer [pdf]

Object Detection

End-to-End Object Detection with Transformers [pdf]

Machine Translation

Sequence to Sequence Learning with Neural Networks [pdf] [code]
NEURAL MACHINE TRANSLATION BY JOINTLY LEARNING TO ALIGN AND TRANSLATE [pdf] [code]
Attention Is All You Need [pdf] [code]

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