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 and Resources
- 2. Vision
- 3. NLP
- 4. Speech
- 5. Time series forecasting
- 6. CTR
- 7. DRL
- 8. Neuro Evolution
- 9. Tools
1. Tutorials and Resources
- Documents [site]
- Tutorial Documentation [English] [Chinese]
- Gluon Tutorial Documentation [English] [Chinese]
- Gluon Api
- CheatSheet
- Using MXNet
- TVM Documentation
- NNVM Documentation
- Linalg examples
- NNVM Vison Demo
- im2rec_tutorial
- MXNet Blog (Chinese)
- MXNet Discuss Forum [English] [Chinese]
- r/mxnet subreddit
- Apache MXNet youtube channel [English] [Chinese]
- GluonCV
- GluonNLP
2. Vision
2.1 Image Classification
- ResNet [sym] [gluon] [v1b]
- DenseNet [sym] [gluon]
- SENet [sym] [gluon] [caffe]
- MobileNet [gluon v1/v2] [sym v2]
- Xception [sym] [Keras]
- DPN
- CapsNet
- NASNet-A(Gluon:star:)
- CRU-Net
- ShuffleNet
- IGCV3
- SqeezeNet
- FractalNet
- BMXNet
- fusenet
- Self-Norm Nets
- Factorized-Bilinear-Network
- AOGNet
- NonLocal+SENet
- mixup
- sparse-structure-selection
- neuron-selectivity-transfer
- L-GM-Loss
- CoordConv
- IBN-Net
- Mnasnet
- 3rdparty Resnet/Resnext/Inception/Xception/Air/DPN/SENet pretrained models
2.2 Object Detection
- PVANet
- SSD [Origin] [Focal Loss] [FPN] [DSSD/TDM] [RetinaNet] [RefineDet]
- DSOD
- YOLO [sym v1/v2] [darknet] [gluon] [v3]
- Faster RCNN [Origin] [gluon] [ya_mxdet] [Focal Loss] [Light-Head]
- Deformable-ConvNets with Faster RCNN/R-FCN/FPN/SoftNMS and Deeplab
- Relation-Networks with FPN
- FCIS
- Mask R-CNN
- SqueezeDet
- IOULoss
- FocalLoss(CUDA)
- dspnet
- Faster_RCNN_for_DOTA
- cascade-rcnn-gluon(Gluon:star:)
- SNIPER with R-FCN-3K and SSH Face Detector
2.3 Image Segmentation
2.4 Video Recognition and Object Detection
2.5 Face Detection and Recognition
2.6 ReID
2.7 Human Analyzation and Activity Recognition
2.8 Image Super-resolution
- SRCNN [1] [2]
- Super-Resolution-Zoo MXNet pretrained models for super resolution, denoising and deblocking
2.9 OCR
2.10 Point cloud & 3D
2.11 Images Generation
2.12 GAN
2.13 MRI & DTI
2.14 Misc
- VisualBackProp
- VQA [sym] [gluon]
- 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
- mxnet_tetris
- Visual Search (Gluon:star:)
- DALI
3. NLP
- sockeye
- MXNMT
- Char-RNN(Gluon:star:)
- Character-level CNN Text Classification (Gluon:star:)
- AC-BLSTM
- seq2seq [sym] [gluon]
- MemN2N [sym] [gluon]
- 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
- RNN-Transducer
- gluon-nlp(Gluon:star:)
4. Speech
5. Time series forecasting
6. CTR
7. DRL
8. Neuro Evolution
9. Tools
9.1 Converter
9.2 Language Bindings
9.3 Visualization
9.4 Parallel and Distributed computing
9.5 Productivity
9.6 Parameter optimizer
9.7 Deployment
9.8 Other Branches