README.md

Awesome MXNet(Beta)

A curated list of MXNet examples, tutorials and blogs. It is inspired by awesome-caffe.

Contributing

If you want to contribute to this list and the examples, please open a new pull request.

Table of Contents

• 1. Tutorials
• 2. Vision
• 3. NLP
• 4. Speech
• 5. Time series forecasting
• 6. CTR
• 7. DRL
• 8. Tools

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1. Tutorials

• incubator-mxnet-site
• Tutorial Documentation
• Gluon Tutorial Documentation
• Gluon Tutorial Documentation (Simplified Chinese)
• Gluon Api
• CheatSheet
• Using MXNet
• TVM Documentation
• NNVM Documentation
• Linalg examples
• NNVM Vison Demo
• im2rec_tutorial
• MXNet Blog (zh)

2. Vision

2.1 Image Classification

• ResNet
• DenseNet
• efficient_densenet(Gluon:star:)
• DPN
• SENet
• SENet(from Caffe)
• CapsNet
• NASNet-A(Gluon:star:)
• CRU-Net
• MobileNet
• MobileNetV2(Gluon:star:)
• ShuffleNet
• Xception
• Xception+Keras2MXNet
• SqeezeNet
• FractalNet
• BMXNet
• fusenet
• Self-Norm Nets
• Factorized-Bilinear-Network
• AOGNet
• NonLocal+SENet
• mixup
• mxnet-model

2.2 Object Detection

• PVANet
• SSD
• SSD+Focal Loss
• SSD+FPN
• DSSD+TDM
• YOLO/YOLOv2
• YOLO(Gluon:star:)
• YOLO/dark2mxnet
• Faster RCNN
• Faster RCNN(Gluon:star:)
• Faster RCNN+Deeplab+R-FCN+Deformable-ConvNets+FPN+SoftNMS
• FCIS
• Mask R-CNN
• Faster RCNN+Focal Loss
• RetinaNet
• SqueezeDet
• IOULoss
• FocalLoss(CUDA)
• Light-Head R-CNN

2.3 Image Segmentation

• DUC
• ResNet-38
• Deeplab v2
• Deeplab(Gluon:star:)
• U-Net(Gluon:star:)
• U-Net(kaggle dstl)
• Segnet
• FCN-ASPP
• GluonSeg(Gluon:star:)
• SEC

2.4 Video Recognition and Object Detection

• Deep Feature Flow
• Flow-Guided Feature Aggregation
• st-resnet

2.5 Face Detection and Recognition

• MTCNN
• MTCNN (original detector)
• MXNet Face
• Tiny Face (w/ training)
• Tiny Face (original detector)
• FaceDetection-ConvNet-3D
• VanillaCNN
• DeepID v1
• Range Loss
• Convolutional Sketch Inversion
• Face68Pts
• DCGAN face generation(Gluon:star:)
• InsightFace
• rl-multishot-reid
• LightCNN
• E2FAR
• FacialLandmark

2.6 Human Pose Estimation and Activity Recognition

• Head Pose
• Convolutional Pose Machines
• Realtime Multi-Person Pose Estimation
• OpenPose
• Dynamic pose estimation
• LSTM for HAR
• C3D
• P3D
• DeepHumanPrediction
• Reinspect
• COCO Human keypoint

2.7 Image Super-resolution

• SRCNN
• SuperResolutionCNN

2.8 OCR

• STN OCR
• crnn
• crnn (with Chinese Support)
• CNN-LSTM-CTC
• SSD Text Detection
• EAST
• cnnbilstm
• Gluon_OCR_LSTM_CTC(Gluon:star:)

2.9 Point cloud & 3D

• mx-pointnet
• PointCNN.MX
• RC3D

2.10 Images Generation

• pix2pix
• Image colorization
• Neural-Style-MMD
• MSG-Net(Gluon:star:)
• fast-style-transfer
• neural-art-mini

2.11 GAN

• DCGAN(Gluon:star:)

2.12 MRI & DTI

• Chest-XRay
• LUCAD

2.13 Misc

• VisualBackProp
• VQA
• VQA(Gluon:star:)
• Hierarchical Question-Imagee Co-Attention
• text2image(Gluon:star:)
• Traffic sign classification
• cicada classification
• geometric-matching
• Loss Surfaces
• Class Activation Mapping
• AdversarialAutoEncoder
• Neural Image Caption
• mmd/jmmd/adaBN
• NetVlad
• multilabel
• multi-task
• siamese
• matchnet
• DPSH
• Yelp Restaurant Photo Classifacation
• siamese_network_on_omniglot(Gluon:star:)
• StrassenNets
• Image Embedding Learning(Gluon:star:)
• DIRNet
• Receptive Field Tool
• mxnet-videoio

3. NLP

• sockeye
• MXNMT
• Char-RNN(Gluon:star:)
• AC-BLSTM
• mxnet-seq2seq
• MXSeq2Seq(Gluon:star:)
• MemN2N
• MemN2N(Gluon:star:)
• Neural Programmer-Interpreters
• sequence-sampling
• retrieval chatbot
• multi-attention(Gluon:star:)
• cnn+Highway Net
• sentiment-analysis(Gluon:star:)
• parserChiang(Gluon:star:)
• Neural Variational Document Model(Gluon:star:)
• NER with Bidirectional LSTM-CNNs
• Sequential Matching Network(Gluon:star:)
• ko_en_NMT(Gluon:star:)
• Gluon Dynamic-batching(Gluon:star:)
• translatR

4. Speech

• mxnet_kaldi
• deepspeech
• wavenet
• Tacotron

5. Time series forecasting

• LSTNet

6. CTR

• MXNet for CTR
• CDL
• SpectralLDA
• DEF(Gluon:star:)

7. DRL

• DRL
• DQN(Gluon:star:)
• Double DQN(Gluon:star:)
• openai-mxnet
• PPO(Gluon:star:)

8. Neuro Evolution

• galapagos_nao

9. Tools

9.1 Converter

• mxnet2tf
• MXNetToMXNet
• MMdnn
• onnx-mxnet
• mxnet_to_onnx
• R-Convert-json-to-symbol

9.2 Language Bindings

• mxnet.rb
• mxnet.csharp
• go-mxnet-predictor
• dmxnet

9.3 Visualization

• mxbox
• mixboard
• mxflows
• mxserver
• VisualDL
• mxProfileParser
• polyaxon
• Netron
• mxboard

9.4 Parallel and Distributed computing

• mxnet-rdma
• RDMA-MXNet-ps-lite
• MPIZ-MXNet
• MXNetOnYARN
• mxnet-operator
• mxnet_on_kubernetes
• speculative-synchronization
• MXNet-Gluon-SyncBN(Gluon:star:)

9.5 Productivity

• Email Monitor MxnetTrain
• mxnet-oneclick
• mxnet-finetuner
• Early-Stopping
• MXNet_Video_Trainer
• rs_mxnet_reader

9.6 Parameter optimizer

• YellowFin

9.7 Deployment

• Turi Create
• MXNet-HRT
• Tengine
• Collective Knowledge
• flask-app-for-mxnet-img-classifier
• qt-mxnet
• mxnet_predict_ros
• mxnet-lambda
• openHabAI
• ImageRecognizer-iOS
• ImageRecognizer-Android
• MXNet to MiniFi
• MXNet Model Serving
• mxnet-model-server
• tvm-mali

9.8 Compiler

• ngraph-mxnet