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Awesome-MXNet
A curated list of MXNet examples, tutorials and blogs.
https://github.com/chinakook/Awesome-MXNet
Last synced: 2 days ago
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<a name="Tutorials and Resources"></a>1. Tutorials and Resources
- [English - the-straight-dope-ja)
- [English - the-straight-dope-ja)
- [English - the-straight-dope-ja)
- TVM Documentation
- NNVM Documentation
- MXNet Blog (Chinese)
- [English
- r/mxnet subreddit
- [English
- GluonCV
- GluonNLP
- New version of Documentation
- Gluon Api
- Using MXNet
- Linalg examples
- NNVM Vison Demo
- im2rec_tutorial
- [English - the-straight-dope-ja)
- [English - the-straight-dope-ja)
- [English - the-straight-dope-ja)
- [English - the-straight-dope-ja)
- [English - the-straight-dope-ja)
- [English - the-straight-dope-ja)
- [English - the-straight-dope-ja)
- [English - the-straight-dope-ja)
- [English - the-straight-dope-ja)
- [English - the-straight-dope-ja)
- [English - the-straight-dope-ja)
- [English - the-straight-dope-ja)
- [English - the-straight-dope-ja)
- [English - the-straight-dope-ja)
- [English - the-straight-dope-ja)
- [English - the-straight-dope-ja)
- [English - the-straight-dope-ja)
- [English - the-straight-dope-ja)
- [English - the-straight-dope-ja)
- [English - the-straight-dope-ja)
- [English - the-straight-dope-ja)
- [English - the-straight-dope-ja)
- [English - the-straight-dope-ja)
- [English - the-straight-dope-ja)
- [English - the-straight-dope-ja)
- [English
- [English - the-straight-dope-ja)
- [English - the-straight-dope-ja)
- [English - the-straight-dope-ja)
- [English - the-straight-dope-ja)
- [English - the-straight-dope-ja)
- [English - the-straight-dope-ja)
- [English - the-straight-dope-ja)
- [English - the-straight-dope-ja)
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<a name="Vision"></a>2. Vision
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2.1 Image Classification
- NASNet-A(Gluon:star:)
- Self-Norm Nets
- [sym - mxnet/blob/master/python/mxnet/gluon/model_zoo/vision/resnet.py) [[v1b]](https://github.com/dmlc/gluon-cv/blob/master/gluoncv/model_zoo/resnetv1b.py)
- [sym - mxnet/blob/master/python/mxnet/gluon/model_zoo/vision/densenet.py)
- [sym - cv/blob/master/gluoncv/model_zoo/se_resnet.py) [[caffe]](https://github.com/IIMarch/SENet-mxnet)
- MobileNet V3
- [sym - xception)
- DPN
- CapsNet
- CRU-Net
- ShuffleNet v1/v2
- **IGCV3**
- SqeezeNet
- FractalNet
- BMXNet
- **BMXNet v2**
- fusenet
- Factorized-Bilinear-Network
- AOGNet
- NonLocal+SENet
- mixup
- sparse-structure-selection
- neuron-selectivity-transfer
- L-GM-Loss
- **CoordConv**
- IBN-Net
- Mnasnet - Pretrained-Model)
- **CompetitiveSENet**
- Residual-Attention-Network
- SNAIL
- DropBlock
- DropBlock(c++ implementaion)
- Modified-CBAMnet
- **OctConv**
- tasn
- pretrained models
- pretrained models (Gluon:star:)
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2.2 Object Detection
- PVANet
- **Deformable-ConvNets v2**
- IOULoss
- cascade-rcnn-gluon(Gluon:star:)
- [Origin - dssd) [[RetinaNet]](https://github.com/jkznst/RetinaNet-mxnet) [[RefineDet]](https://github.com/MTCloudVision/RefineDet-Mxnet)
- DSOD
- [sym v1/v2 - YOLO) [[gluon]](https://github.com/MashiMaroLjc/YOLO) [[v3]](https://github.com/Fermes/yolov3-mxnet)
- [Origin - cv/tree/master/gluoncv/model_zoo/faster_rcnn) [[ya_mxdet]](https://github.com/linmx0130/ya_mxdet) [[Focal Loss]](https://github.com/unsky/focal-loss) [[Light-Head]](https://github.com/terrychenism/Deformable-ConvNets/blob/master/rfcn/symbols/resnet_v1_101_rfcn_light.py#L784)
- **Deformable-ConvNets** - FCN/FPN/SoftNMS and Deeplab
- **Relation-Networks**
- FPN-gluon-cv
- FCIS
- Mask R-CNN
- SqueezeDet
- FocalLoss(CUDA)
- dspnet
- Faster_RCNN_for_DOTA
- RoITransformer
- **SNIPER** - FCN-3K and SSH Face Detector
- Car-Detector-and-Tracker
- detnet
- CornerNet
- GroupNormalization
- faster-rcnn-rotate
- Detection and Recognition in Remote Sensing Image
- **FCOS**
- Cascade RCNN
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2.3 Image Segmentation
- FCN
- SegNet
- PSPNet - cv/blob/master/gluoncv/model_zoo/syncbn.py)
- [v2 - mxnet_gluon) [[v3plus]](https://github.com/duducheng/deeplabv3p_gluon) [[v3plus+densenet]](https://github.com/leocvml/deeplabv3plus-gluon-mxnet)
- [gluon - dstl-satellite-imagery-feature-detection)
- DUC
- ResNet-38
- SEC
- **DRN**
- panoptic-fpn
- AdaptIS
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2.5 Face Detection and Recognition
- RSA(prediction only)
- Ringloss
- MXNet Face
- [w/ train
- [w/ train
- S3FD
- S3FD-gluoncv
- SSH
- FaceDetection-ConvNet-3D
- DeepID v1
- [CustomOp - For-Gluno)
- Convolutional Sketch Inversion
- Face68Pts
- DCGAN face generation(Gluon:star:)
- **InsightFace**
- Modified-CRUNet+Residual-Attention-Network
- LightCNN
- E2FAR
- FacialLandmark
- batch_hard_triplet_loss
- facial-emotion-recognition
- gender_age_estimation_mxnet
- gluon-face
- age-gender-estimation
- iqiyi-vid-challenge 1st code
- sdu-face-alignment
- PyramidBox
- A-Light-and-Fast-Face-Detector-for-Edge-Devices
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2.7 Human Analyzation and Activity Recognition
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2.9 OCR
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2.10 Point cloud & 3D
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2.11 Images Generation
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2.14 Misc
- DIRNet
- Receptive Field Tool
- VisualBackProp
- [sym - mxnet-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:)
- mxnet-videoio
- AudioDataLoader
- mxnet_tetris
- Visual Search (Gluon:star:)
- DALI
- relational-network-gluon
- HKO-7 - forecasting]](https://github.com/igloooo/weather-forecasting-mxnet)
- siamfc
- SAGE-GRAPH
- Memory-Aware-Synapses
- AdvBox
- SAGE-GRAPH
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2.4 Video Recognition and Object Detection
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2.6 ReID
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2.8 Image Enhancement
- **learning-to-see-in-the-dark**
- [1 - loth/SuperResolutionCNN)
- **Super-Resolution-Zoo**
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2.12 GAN
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2.13 MRI & DTI
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<a name="NLP"></a>3. NLP
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2.14 Misc
- Neural Programmer-Interpreters
- Neural Variational Document Model(Gluon:star:)
- **sockeye**
- **gluon-nlp**(Gluon:star:)
- MXNMT
- Char-RNN(Gluon:star:)
- Crepe model
- AC-BLSTM
- [sym
- [sym - Mxnet-Gluon)
- sequence-sampling
- retrieval chatbot
- cnn+Highway Net
- sentiment-analysis(Gluon:star:)
- parserChiang(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
- Deep Biaffine Parser
- EXAM
- **RegionEmbedding**
- Structured-Self-Attentive-Sentence-Embedding
- **BERT-embedding**
- Crepe model
- **Gluon Dynamic-batching**(Gluon:star:)
- Structured-Self-Attentive-Sentence-Embedding
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<a name="One_class_learning"></a>10. One Class Learning
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2.14 Misc
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<a name="Tools"></a>13. Tools
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13.1 Converter
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13.3 Visualization
- mxflows
- mxserver
- mxbox
- mixboard
- VisualDL
- mxProfileParser
- polyaxon - examples/tree/master/mxnet/cifar10)
- Netron
- **mxboard**
- CalFLOPS
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13.4 Parallel and Distributed computing
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13.8 Other Branches
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13.2 Language Bindings
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13.5 Productivity
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13.6 Parameter optimizer
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13.7 Deployment
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<a name="Speech"></a>4. Speech
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2.14 Misc
- mxnet_kaldi
- **deepspeech**
- wavenet - gluon]](https://github.com/seujung/WaveNet-gluon)
- Tacotron
- mxnet-audio
- **deepspeech**
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<a name="Time_series_forecasting"></a>5. Time series forecasting
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2.14 Misc
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<a name="Spatiotemporal"></a>6. Spatiotemporal
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2.14 Misc
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<a name="CTR"></a>7. CTR
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<a name="DRL"></a>8. DRL
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<a name="Neuro_evolution"></a>9. Neuro Evolution
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2.14 Misc
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<a name="PPL"></a>11. Probabilistic Programming
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2.14 Misc
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<a name="TL"></a>12. Transfer Learning
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2.14 Misc
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Programming Languages
Categories
<a name="Vision"></a>2. Vision
184
<a name="Tools"></a>13. Tools
68
<a name="Tutorials and Resources"></a>1. Tutorials and Resources
51
<a name="NLP"></a>3. NLP
29
<a name="CTR"></a>7. CTR
11
<a name="DRL"></a>8. DRL
6
<a name="Speech"></a>4. Speech
6
<a name="Spatiotemporal"></a>6. Spatiotemporal
2
<a name="PPL"></a>11. Probabilistic Programming
1
<a name="Time_series_forecasting"></a>5. Time series forecasting
1
<a name="TL"></a>12. Transfer Learning
1
<a name="One_class_learning"></a>10. One Class Learning
1
<a name="Neuro_evolution"></a>9. Neuro Evolution
1
Sub Categories
2.14 Misc
95
2.1 Image Classification
37
2.5 Face Detection and Recognition
28
2.2 Object Detection
27
13.7 Deployment
19
2.7 Human Analyzation and Activity Recognition
14
13.4 Parallel and Distributed computing
13
2.3 Image Segmentation
11
13.3 Visualization
10
13.1 Converter
8
13.2 Language Bindings
7
2.9 OCR
6
2.11 Images Generation
6
13.5 Productivity
6
2.6 ReID
5
2.10 Point cloud & 3D
4
2.4 Video Recognition and Object Detection
3
2.8 Image Enhancement
3
13.6 Parameter optimizer
3
2.12 GAN
2
13.8 Other Branches
2
2.13 MRI & DTI
2
Keywords
mxnet
80
deep-learning
38
gluon
20
machine-learning
19
pytorch
15
python
9
computer-vision
8
tensorflow
8
neural-network
8
object-detection
7
onnx
7
keras
6
artificial-intelligence
5
semantic-segmentation
5
deep-neural-networks
4
caffe
4
cnn
4
ai
4
numpy
3
visualization
3
gluon-cv
3
inference
3
darknet
3
cityscapes
3
deeplearning
3
face-detection
3
face-alignment
3
collaborative-filtering
3
face-recognition
3
neural-networks
3
natural-language-processing
2
binary-neural-networks
2
gpu
2
age-estimation
2
iccv-2017
2
nlp
2
machinelearning
2
image-classification
2
gluoncv
2
chatbot
2
ml
2
face
2
transfer-learning
2
panoptic-segmentation
2
cupy
2
cntk
2
server
2
baidu
2
coreml
2
attention-mechanism
2