# AWS-DeepLens-Pose
## AWS 딥렌즈를 이용한 자세 인식
<p align=center><img width="200" src="https://user-images.githubusercontent.com/68395698/113527692-47448400-95f9-11eb-844d-408fbf3f25e8.png"></p>
## Environment
- AWS DeepLens v1.1
- python 3.7
- mxnet
- ubuntu
## Train
1. You can train any posture
2. Extract posture data using [extract_pose.py](https://github.com/seoh02h/AWS-DeepLens-Pose/blob/master/extract_pose.py)
3. Train using [mxnet_train.ipynb](https://github.com/seoh02h/AWS-DeepLens-Pose/blob/master/mxnet_train.ipynb)
4. Get 'DeepLens_pose-0500.params' and 'DeepLens_pose-symbol.json'
## Openpose
[CMU-Perceptual-Computing-Lab/openpose](https://github.com/CMU-Perceptual-Computing-Lab/openpose)
[mxnet_Realtime_Multi-Person_Pose_Estimation](https://github.com/dragonfly90/mxnet_Realtime_Multi-Person_Pose_Estimation)
1. Convert openpose model to run on DeepLens
2. Get 'realtimePose.bin' and 'realtimePose.xml'
## Deploy
Reference : [deeplens-inference-lambda-create](https://github.com/awsdocs/aws-deeplens-user-guide/blob/master/doc_source/deeplens-inference-lambda-create.md)
1. Use AWS Lambda
## Project
### Live
```
python deeplens_pose_live.py
```
### Test with Images
```
python deeplens_pose_image.py
```
### Result Sample ( Test )
<p align=center><img width="800" src="./result/test1.png"></p>
<p align=center><img width="800" src="./result/test2.png"></p>
## View
### Project Streams
```
./view_deeplens_project_streams.sh
```
### Live Streams
```
./view_deeplens_live_streams.sh
```
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温馨提示
AWS DeepLens v1.1 python 3.7 mxnet ubuntu You can train any posture Extract posture data using extract_pose.py Train using mxnet_train.ipynb Get 'DeepLens_pose-0500.params' and 'DeepLens_pose-symbol.json' Openpose CMU-Perceptual-Computing-Lab/openpose mxnet_Realtime_Multi-Person_Pose_Estimation Convert openpose model to run on DeepLens Get 'realtimePose.bin' and 'realtimePose.xml' Deploy Reference : deeplens-inference-lambda-create Use AWS Lambda Project Live python deeplens_pose_live.py Tes
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收起资源包目录
AWS-DeepLens-Pose-master.zip (15个子文件)
AWS-DeepLens-Pose-master
data
pose_data.csv 195KB
resize_image_to_stream_size.py 1KB
model
realtimePose.xml 100KB
DeepLens_pose-0500.params 10KB
DeepLens_pose-symbol.json 1KB
realtimePose.bin.txt 82B
result
test2.png 906KB
test1.png 1022KB
mxnet_train.ipynb 114KB
view_deeplens_project_streams.sh 78B
deeplens_pose_live.py 11KB
view_deeplens_live_streams.sh 51B
deeplens_pose_image.py 11KB
extract_pose.py 7KB
README.md 2KB
共 15 条
- 1
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