https://github.com/weixuanz/genie

Gas meter monitoring using OpenCV and CNN
https://github.com/weixuanz/genie

cnn gas-meter-monitoring keras opencv

Last synced: 10 months ago
JSON representation

Gas meter monitoring using OpenCV and CNN

• Host: GitHub
• URL: https://github.com/weixuanz/genie
• Owner: WeixuanZ
• License: mit
• Created: 2019-12-19T02:50:04.000Z (over 6 years ago)
• Default Branch: master
• Last Pushed: 2020-03-28T11:47:39.000Z (about 6 years ago)
• Last Synced: 2025-05-01T18:42:34.990Z (about 1 year ago)
• Topics: cnn, gas-meter-monitoring, keras, opencv
• Language: Python
• Homepage:
• Size: 2.74 MB
• Stars: 3
• Watchers: 1
• Forks: 4
• Open Issues: 2
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

Awesome Lists containing this project

README

          
# Gas meter monitoring using OpenCV and CNN

The trained models are tracked using [Git Large File Storage](https://git-lfs.github.com), please ensure it is installed before cloning.

1. ROI extraction with thresholding and edge detection

	![ROI extraction](/doc/roi.png)

	

1. Digit extraction using MSER 

	![Digit extraction](/doc/digits.png)

1. VGG-like CNN trained on SVHN dataset

	![Model](/doc/model.png)

1. Post-processing

	Using a median filter and convolution with FFT

	![Model](/doc/results.png)

## TODO

- [ ] Check digit extraction order, maybe using a mask instead of Euclidean distance