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. Building Blocks
• 6. Tools

============================================================================================================

1. Tutorials

• Tutorial Documentation
• Gluon Tutorial Documentation
• Gluon Tutorial Documentation (Simplified Chinese)
• CheatSheet
• Using MXNet

2. Vision

2.1 Image Classification

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

2.2 Object Detection

• PVANet
• SSD
• YOLO
• Faster RCNN
• R-FCN
• Deformable-ConvNets
• Deformable-ConvNets+SoftNMS⭐
• SSD+Focal Loss
• Faster RCNN+Focal Loss
• RetinaNet
• SqueezeDet
• IOULoss

2.3 Image Segmentation

• FCIS
• MaskRCNN
• ResNet-38
• Deeplab v2
• U-Net
• U-Net (kaggle dstl)

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

2.6 Image Super-resolution

• SRCNN
• SuperResolutionCNN

2.7 OCR

• STN OCR
• Plate Recognition (Chinese)
• crnn
• crnn (with Chinese Support)
• CNN-LSTM-CTC
• SSD Text Detection

2.8 Images Generation

• pix2pix
• Neural-Style-MMD⭐

2.9 GAN