Paper implementations｜论文实现

Other libraries｜其他库:

• pytorch-yolo2 - yolo2
• pytorch-trpo
• mask_rcnn_pytorch
• NALU-pytorch
• google_evolution - scale evolution of image classifiers](https://arxiv.org/abs/1703.01041) 一文的结果网络之一。
• pyscatwave
• scalingscattering
• Realtime_Multi-Person_Pose_Estimation - Person_Pose_Estimation)。
• eve.pytorch
• e2e-model-learning
• pix2pix-pytorch - to-Image Translation Using Conditional Adversarial Networks](https://arxiv.org/pdf/1611.07004v1.pdf)。
• Single Shot MultiBox Detector
• DiscoGAN - Domain Relations with Generative Adversarial Networks](https://arxiv.org/abs/1703.05192)。
• official DiscoGAN implementation - Domain Relations with Generative Adversarial Networks](https://arxiv.org/abs/1703.05192)。
• pytorch-es
• piwise
• pytorch-dqn
• vnet.pytorch - Net：全卷积神经网络在体医学图像分割中的应用。 http://mattmacy.io/vnet.pytorch/
• pytorch-fcn
• WideResNets - residual-networks .
• pytorch_highway_networks
• pytorch-NeuCom - Z7E6X_a9R-xqJ9TfJWBqz)。
• captionGen
• AnimeGAN
• Cnn-text classification
• deepspeech2 - CTC 实现DeepSpeech2。创造一个基于 DeepSpeech2 架构的网络，用 CTC 激活函数训练。
• seq2seq
• Asynchronous Advantage Actor-Critic in PyTorch - Critic)，论文：Asynchronous Methods for Deep Reinforcement Learning。由于 PyTorch 可以轻松地在多进程内控制共享内存，我们可以轻易实现A3C这样的异步算法。
• densenet - BC 架构，相关论文 Densely Connected Convolutional Networks。该实现的 CIFAR-10+ 100层错误率为 4.77 增长率为 12。官方实现和许多第三方库的链接参见 liuzhuang13/DenseNet。
• nninit
• faster rcnn - faster-rcnn 和 TFFRCNN。更多关于 R-CNN 的细节请参考论文 Faster R-CNN：Towards Real-Time Object Detection with Region Proposal Network。
• doomnet - net，实现了ViZDoom环境下的RL模型。
• flownet
• sqeezenet
• WassersteinGAN
• optnet
• qp solver
• Learning to learn by gradient descent by gradient descent
• PytorchNeuralStyleTransfer
• Fast Neural Style for Image Style Transform by Pytorch
• neural style transfer - Style algorithm](https://arxiv.org/abs/1508.06576)。
• VIN_PyTorch_Visdom
• YOLO2
• attention-transfer
• SVHNClassifier
• pytorch-deform-conv
• BEGAN-pytorch
• treelstm.pytorch
• AGE - Encoder Networks](http://sites.skoltech.ru/app/data/uploads/sites/25/2017/04/AGE.pdf)）。
• ResNeXt.pytorch - V3 (深度神经网络的聚集残差变换)。
• pytorch-rl
• Deep-Leafsnap
• pytorch-CycleGAN-and-pix2pix
• A3C-PyTorch - critic)算法。
• pytorch-value-iteration-networks
• PyTorch-Style-Transfer
• pytorch-deeplab-resnet
• pointnet.pytorch
• pytorch-playground
• pytorch-dnc
• mnist-svhn-transfer
• dni
• wgan-gp
• pytorch-seq2seq-intent-parsing
• pyTorch_NCE - contrastive estimation: A new estimation principle for unnormalized statistical models](http://proceedings.mlr.press/v9/gutmann10a/gutmann10a.pdf)。
• molencoder
• GAN-weight-norm
• lgamma
• bigBatch
• rl_a3c_pytorch
• pytorch-retraining
• nmp_qc
• grad-cam - CAM](https://arxiv.org/pdf/1610.02391v1.pdf)。
• pytorch-explain-black-box
• vae_vpflows
• relational-networks
• vqa.pytorch
• end-to-end-negotiator
• odin-pytorch
• FreezeOut
• ARAE
• forward-thinking-pytorch
• context_encoder_pytorch
• attention-is-all-you-need-pytorch
• neural-combinatorial-rl-pytorch
• pytorch-nec
• seq2seq.pytorch - to-Sequence学习。
• Pytorch-Sketch-RNN
• pytorch-pruning
• DrQA
• YellowFin_Pytorch
• samplernn-pytorch
• AEGeAN
• /pytorch-SRResNet
• vsepp
• Pytorch-DPPO
• UNIT
• efficient_densenet_pytorch
• tsn-pytorch
• SMASH
• pytorch-retinanet
• biogans
• Semantic Image Synthesis via Adversarial Learning
• fmpytorch
• ORN
• pytorch-maml - Agnostic Meta-Learning，与模型无关的元学习）。
• pytorch-generative-model-collections
• vqa-winner-cvprw-2017
• tacotron_pytorch
• pspnet-pytorch
• LM-LSTM-CRF - Aware Language Model》 http://arxiv.org/abs/1709.04109
• DepthNet
• e2c-pytorch
• 3D-ResNets-PyTorch
• bandit-nmt
• zalando-pytorch - MNIST](https://github.com/zalandoresearch/fashion-mnist)数据集上的各种实验。
• sphereface_pytorch
• Categorical DQN
• pytorch-ntm
• pytorch-faster-rcnn - faster-rcnn](https://github.com/endernewton/tf-faster-rcnn)，已不再维护。
• torchMoji - of-the-art deep learning model for analyzing sentiment, emotion, sarcasm etc.
• pytorch-qrnn - Recurrent Neural Network - up to 16 times faster than NVIDIA's cuDNN LSTM
• pytorch-sgns
• SfmLearner-Pytorch
• deformable-convolution-pytorch
• skip-gram-pytorch
• stackGAN-v2
• self-critical.pytorch - critical 序列训练的图像标注。
• pygcn
• dnc
• prog_gans_pytorch_inference
• pytorch-capsule
• PyramidNet-PyTorch
• radio-transformer-networks
• honk
• DeepCORAL
• pytorch-pose
• Rainbow
• pytorch_compact_bilinear_pooling v1
• CompactBilinearPooling-Pytorch v2
• FewShotLearning - Shot Learning"
• meProp
• SFD_pytorch
• GradientEpisodicMemory
• DeblurGAN
• StarGAN
• CapsNet-pytorch
• CondenseNet
• deep-image-prior
• deep-head-pose
• Random-Erasing
• FaderNetworks - NIPS 2017，https://arxiv.org/pdf/1706.00409.pdf 。
• FlowNet 2.0
• pix2pixHD
• pytorch-smoothgrad
• RetinaNet
• faster-rcnn.pytorch - CNN implementation, aimed to accelerating the training of faster R-CNN object detection models.
• mixup_pytorch
• inplace_abn - Place Activated BatchNorm for Memory-Optimized Training of DNNs
• pytorch-pose-hg-3d
• nmn-pytorch
• bytenet
• bottom-up-attention-vqa - up-attention, pytorch
• yolo2-pytorch - stage object detector. This project adopts PyTorch as the developing framework to increase productivity, and utilize ONNX to convert models into Caffe 2 to benifit engineering deployment.
• reseg-pytorch
• binary-stochastic-neurons
• pytorch-pose-estimation - Person Pose Estimation project.
• interaction_network_pytorch
• NoisyNaturalGradient
• ewc.pytorch
• pytorch-zssr - Shot" Super-Resolution using Deep Internal Learning
• deep_image_prior
• pytorch-transformer
• DeepRL-Grounding - 18论文Gated-Attention Architectures for Task-Oriented Language Grounding。
• deep-forecast-pytorch - based Spatio-Temporal Forecasting](arxiv.org/pdf/1707.08110.pdf)。
• cat-net
• minimal_glo
• LearningToCompare-Pytorch - Shot Learning.
• poincare-embeddings - 17 paper "Poincaré Embeddings for Learning Hierarchical Representations".
• pytorch-trpo(Hessian-vector product version) - vector product instead of finite differences approximation.
• visual-interaction-networks-pytorch
• adversarial-patch
• Prototypical-Networks-for-Few-shot-Learning-PyTorch
• Visual-Feature-Attribution-Using-Wasserstein-GANs-Pytorch
• PhotographicImageSynthesiswithCascadedRefinementNetworks-Pytorch
• ENAS-pytorch
• Neural-IMage-Assessment
• proxprop - 隐式梯度代替显式梯度的神经网络训练算法。
• FastPhotoStyle
• Deep-Image-Analogy-PyTorch
• Person-reID_pytorch - reID的PyTorch实现。
• pytorch-i-revnet - RevNets。
• OrthNet
• DRRN-pytorch
• shampoo.pytorch
• Neural-IMage-Assessment 2
• TCN
• DCC
• packnet
• PyTorch-progressive_growing_of_gans