README.md

Awesome MXNet

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. CTR
• 6. Tools

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1. Tutorials

• Tutorial Documentation
• Gluon Tutorial Documentation
• Gluon Tutorial Documentation (Simplified Chinese)
• Gluon Api
• CheatSheet
• Using MXNet
• Linalg examples

2. Vision

2.1 Image Classification

• ResNet
• DenseNet
• DPN⭐
• SENet⭐
• CRU-Net
• MobileNet
• ShuffleNet
• Xception
• SqeezeNet
• FractalNet
• BMXNet
• Self-Norm Nets
• Factorized-Bilinear-Network⭐
• DPSH
• Yelp Restaurant Photo Classifacation⭐

2.2 Object Detection

• PVANet
• SSD
• YOLO
• YOLO/dark2mxnet
• Faster RCNN
• Faster RCNN(Gluon)
• R-FCN
• Deformable-ConvNets
• Deformable-ConvNets+SoftNMS⭐
• SSD+Focal Loss
• Faster RCNN+Focal Loss
• RetinaNet
• SqueezeDet
• IOULoss

2.3 Image Segmentation

• Mask R-CNN+FPN⭐
• Mask R-CNN
• FCIS
• ResNet-38
• Deeplab v2
• U-Net
• U-Net (kaggle dstl)
• Segnet
• FCN-ASPP

2.4 Video Recognition and Object Detection

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

2.5 Face and Human releated

• MTCNN
• MTCNN (original detector)
• MXNet Face
• Tiny Face
• FaceDetection-ConvNet-3D
• VanillaCNN
• DeepID v1
• Head Pose
• Triple Loss
• Center Loss
• Large-Margin Softmax Loss
• Range Loss
• Convolutional Sketch Inversion
• Convolutional Pose Machines
• OpenPose
• Face68Pts
• Dynamic pose estimation
• LSTM for HAR
• C3D
• DeepHumanPrediction
• SphereFace/FocalLoss/CenterLoss/KNNLoss(CUDA)⭐
• SphereFace/KNNLoss(Python)

2.6 Image Super-resolution

• SRCNN
• SuperResolutionCNN

2.7 OCR

• STN OCR
• Plate Recognition (Chinese)
• mxnet-cnn-plate-recognition
• crnn
• crnn (with Chinese Support)
• CNN-LSTM-CTC
• SSD Text Detection
• cnnbilstm

2.8 Images Generation

• pix2pix
• Neural-Style-MMD⭐
• MSG-Net(Gluon)
• fast-style-transfer

2.9 GAN

2.10 MRI&DTI

• Chest-XRay

2.11 Misc

• VisualBackProp
• VQA
• VQA(Gluon)
• text2image
• Traffic sign classification
• cicada classification
• Loss Surfaces
• CAM
• AdversarialAutoEncoder
• Neural Image Caption
• mmd/jmmd/adaBN
• NetVlad
• multilabel
• multi-task

3. NLP

• sockeye
• MXNMT
• Char-RNN(Gluon)
• AC-BLSTM
• MXSeq2Seq(Gluon)
• MemN2N
• Neural Programmer-Interpreters
• sequence-sampling
• retrieval chatbot

4. Speech

• deepspeech
• wavenet

5. CTR

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

6. Tools

• YellowFin
• MXNet Model Serving
• Early-Stopping
• CaffeTranslator
• MXNetOnACL
• mxbox
• Email Monitor MxnetTrain
• mxflows