Awesome-MXNet
A curated list of MXNet examples, tutorials and blogs.
https://github.com/chinakook/Awesome-MXNet
Last synced: 6 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)
- GluonCV
- GluonNLP
- [English - the-straight-dope-ja)
- [English
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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:)
- **CompetitiveSENet**
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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
- PVANet
- [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)
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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
- LightCNN
- sdu-face-alignment
- 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
- siamese_network_on_omniglot(Gluon:star:)
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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**
- Char-RNN(Gluon:star:)
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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
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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
190
<a name="Tools"></a>13. Tools
64
<a name="Tutorials and Resources"></a>1. Tutorials and Resources
54
<a name="NLP"></a>3. NLP
27
<a name="CTR"></a>7. CTR
8
<a name="DRL"></a>8. DRL
6
<a name="Speech"></a>4. Speech
5
<a name="Spatiotemporal"></a>6. Spatiotemporal
1
<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
89
2.1 Image Classification
38
2.5 Face Detection and Recognition
30
2.2 Object Detection
29
13.7 Deployment
19
2.7 Human Analyzation and Activity Recognition
14
2.3 Image Segmentation
11
13.4 Parallel and Distributed computing
11
13.3 Visualization
10
13.1 Converter
8
2.9 OCR
6
2.11 Images Generation
6
13.5 Productivity
6
13.2 Language Bindings
6
2.6 ReID
5
2.10 Point cloud & 3D
4
2.8 Image Enhancement
3
2.4 Video Recognition and Object Detection
3
2.12 GAN
2
13.6 Parameter optimizer
2
13.8 Other Branches
2
2.13 MRI & DTI
2
Keywords
mxnet
85
deep-learning
40
gluon
21
machine-learning
21
pytorch
15
python
9
computer-vision
9
object-detection
8
tensorflow
8
neural-network
7
onnx
7
keras
6
semantic-segmentation
5
artificial-intelligence
5
deep-neural-networks
5
numpy
4
cnn
4
face-detection
3
imagenet
3
caffe
3
arm
3
visualization
3
collaborative-filtering
3
neural-networks
3
image-classification
3
face-alignment
3
face-recognition
3
cityscapes
3
paddlepaddle
3
deeplearning
3
gluon-cv
3
ai
3
gluoncv
3
opencl
2
pretrained-models
2
neural-style
2
classification
2
seq2seq
2
coreml
2
darknet
2
panoptic-segmentation
2
iccv-2017
2
video
2
machinelearning
2
inference
2
ocr
2
detection
2
ml
2
gluonnlp
2
gpu
2