Paper-Implementation

Implemented

Image

VGG

Paper : https://arxiv.org/abs/1409.1556

Implementation : https://github.com/puhuk/Paper-Implementation/tree/master/Image_Network/VGG

AlexNet

Paper : http://papers.nips.cc/paper/4824-imagenet-classification-with-deep-convolutional-neural-networks

Implementation : https://github.com/puhuk/Paper-Implementation/tree/master/Image_Network/Alex%20Net

FCN

Paper : https://people.eecs.berkeley.edu/~jonlong/long_shelhamer_fcn.pdf

Implementation : https://github.com/puhuk/Paper-Implementation/tree/master/Image_Network/FCN

SegNet

Paper : https://arxiv.org/pdf/1511.00561

Implementation : https://github.com/puhuk/Paper-Implementation/tree/master/Image_Network/SegNet

ResNet

Paper : https://arxiv.org/abs/1512.03385

Implementation : https://github.com/puhuk/Paper-Implementation/tree/master/Image_Network/ResNet

YOLO

Paper : https://arxiv.org/abs/1506.02640

Implementation : https://github.com/puhuk/Paper-Implementation/tree/master/Image_Network/YOLO

GAN

Paper : https://arxiv.org/abs/1406.2661

Implementation : https://github.com/puhuk/Paper-Implementation/tree/master/Image_Network/GAN

EAST (Ongoing)

Paper : https://arxiv.org/abs/1704.03155

Implementation : https://github.com/puhuk/Paper-Implementation/tree/master/Image_Network/EAST

AutoEncoder

Paper : http://proceedings.mlr.press/v27/baldi12a/baldi12a.pdf

Implementation : https://github.com/puhuk/Paper-Implementation/tree/master/Auto%20Encoder

FOST

Paper : https://arxiv.org/pdf/1801.01671.pdf

Implementation : TBD

Recommendation System

Training Deep AutoEncoders for Collaborative Filtering (Ongoing)

Paper : https://arxiv.org/pdf/1708.01715v3.pdf

Implementation : https://github.com/puhuk/Paper-Implementation/tree/master/Recommendation/Deep%20AutoEncoders%20for%20Collaborative%20Filtering

To Be Implemented

Image

UNet

Paper : https://arxiv.org/abs/1505.04597

PSPNet

Paper : https://arxiv.org/abs/1612.01105

DeepLab

Paper : https://arxiv.org/abs/1606.00915

DCGAN

Paper : https://arxiv.org/abs/1511.06434

WGAN

Paper : https://arxiv.org/abs/1701.07875

Pix2Pix

Paper : https://arxiv.org/abs/1611.07004

CycleGAN

Paper : https://arxiv.org/abs/1703.10593

RCNN, Fast-RCNN, Faster-RCNN

Paper : https://arxiv.org/abs/1311.2524 https://arxiv.org/abs/1504.08083 https://arxiv.org/abs/1506.01497

SSD

Paper : https://arxiv.org/abs/1512.02325

NLP

Attention & Transformer

Paper : https://arxiv.org/abs/1706.03762

GPT

Paper : https://s3-us-west-2.amazonaws.com/openai-assets/research-covers/language-unsupervised/language_understanding_paper.pdf

BERT

Paper : https://arxiv.org/abs/1810.04805

T5

Paper : https://arxiv.org/abs/1910.10683

Recommendation System

Item2Vec

Paper : https://arxiv.org/vc/arxiv/papers/1603/1603.04259v2.pdf

Wide & Deep learning for recommender systems

Paper : https://arxiv.org/pdf/1606.07792.pdf

3D Convolutional Networks for Session-based Recommendation with Content Features

Paper : <https://cseweb.ucsd.edu/classes/fa17/cse291-b/reading/p138-tuan.pdf?

Behavior Sequence Transformer for E-commerce Recommendation in Alibaba

Paper : https://arxiv.org/pdf/1905.06874.pdf

DRN: A Deep Reinforcement Learning Framework for News Recommendation

Paper : http://www.personal.psu.edu/~gjz5038/paper/www2018_reinforceRec/www2018_reinforceRec.pdf

Pixie: A System for Recommending 3+ Billion Items to 200+ Million Users in Real-Time

Paper : https://arxiv.org/abs/1711.07601

Session-based Recommendation with Graph Neural Networks

Paper : https://arxiv.org/pdf/1811.00855v4.pdf

Image-based Recommendations on Styles and Substitutes

Paper : http://cseweb.ucsd.edu/~jmcauley/pdfs/sigir15.pdf