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Model Zoo

  • 2012 | AlexNet: ImageNet Classification with Deep Convolutional Neural Networks. pdf code
  • 2013 | RCNN: Rich feature hierarchies for accurate object detection and semantic segmentation. arxiv code
  • 2014 | CGNA: Conditional Generative Adversarial Nets. arxiv code
  • 2014 | DeepFaceVariant: Deep Learning Face Representation from Predicting 10,000 Classes. pdf code
  • 2014 | GAN: Generative Adversarial Networks. arxiv code
  • 2014 | GoogLeNet: Going Deeper with Convolutions. pdf code
  • 2014 | OverFeat: Integrated Recognition, Localization and Detection using Convolutional Networks. arxiv code
  • 2014 | SPPNet: Spatial Pyramid Pooling in Deep Convolutional Networks for Visual Recognition. arxiv code
  • 2014 | VAE: Semi-Supervised Learning with Deep Generative Models. arxiv code
  • 2014 | VGGNet: Very Deep Convolutional Networks for Large-Scale Image Recognition. arxiv code
  • 2015 | DCGAN: Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks. arxiv code
  • 2015 | DRAW: A Recurrent Neural Network For Image Generation. arxiv code
  • 2015 | Global And Local Attention: Effective Approaches to Attention-based Neural Machine Translation. arxiv code
  • 2015 | FaceNet: A Unified Embedding for Face Recognition and Clustering. arxiv code
  • 2015 | Fast R-CNN. arxiv code
  • 2015 | Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks. arxiv code
  • 2015 | FCNT: Visual Tracking with Fully Convolutional Networks. pdf code
  • 2015 | Inception V3: Rethinking the Inception Architecture for Computer Vision. arxiv code
  • 2015 | LAPGAN: Deep Generative Image Models using a Laplacian Pyramid of Adversarial Networks. arxiv code
  • 2015 | NeuralGPU: Neural GPUs Learn Algorithms. arxiv code
  • 2015 | Pointer Networks. arxiv code
  • 2015 | ResNet: Identity Mappings in Deep Residual Networks. arxiv arxiv2, arxiv3 code
  • 2015 | Skip-Thought Vectors. pdf code
  • 2015 | Transformer: Spatial Transformer Networks. arxiv code
  • 2016 | Domain Separation Networks. arxiv code
  • 2016 | Dp_sgd: Deep Learning with Differential Privacy. arxiv code
  • 2016 | EnergyGAN: Energy-based Generative Adversarial Network. arxiv code
  • 2016 | Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization. arxiv code
  • 2016 | Im2txt: Show and Tell: Lessons learned from the 2015 MSCOCO Image Captioning Challenge. arxiv code
  • 2016 | InfoGAN: Interpretable Representation Learning by Information Maximizing Generative Adversarial Nets. arxiv code
  • 2016 | Multiple_teachers: Semi-supervised Knowledge Transfer for Deep Learning from Private Training Data. arxiv code
  • 2016 | Neural Programmer: Learning a Natural Language Interface with Neural Programmer. arxiv code
  • 2016 | PixelCNN: Conditional Image Generation with PixelCNN Decoders. arxiv code
  • 2016 | Pix2Pix: Image-to-Image Translation with Conditional Adversarial Networks. arxiv code
  • 2016 | PVANet: Lightweight Deep Neural Networks for Real-time Object Detection. arxiv code
  • 2016 | R-FCN: Object Detection via Region-based Fully Convolutional Networks. arxiv code
  • 2016 | SeqGAN: Sequence Generative Adversarial Nets with Policy Gradient. arxiv code
  • 2016 | SqueezeNet: AlexNet-level accuracy with 50x fewer parameters and <0.5MB model size. arxiv code
  • 2016 | StreetView Tensorflow Recurrent End-to-End Transcription (STREET) Model. arxiv code
  • 2016 | Swivel: Improving Embeddings by Noticing What's Missing. arxiv code
  • 2016 | SyntaxNet: Globally Normalized Transition-Based Neural Networks. arxiv code
  • 2016 | Textsum: Sequence-to-Sequence with Attention Model for Text Summarization. pdf code
  • 2016 | VGNA: Generative Adversarial Networks as Variational Training of Energy Based Models. arxiv code
  • 2017 | Learning to Remember Rare Events. pdf code
  • 2017 | LFADS - Latent Factor Analysis via Dynamical Systems. arxiv code
  • 2017 | SalGAN: Visual Saliency Prediction with Generative Adversarial Networks. arxiv code
  • 2017 | WGAN: Wasserstein GAN. arxiv code
  • 2017 | BEGAN: Boundary Equilibrium Generative Adversarial Networks. arxiv code