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Water_Meter_Reading_Recognition

Data:

data_link: https://www.datafountain.cn/competitions/480/datasets

The project is divided into three parts as following:

  • Preprocess: Find the location of the ROI
  • Segmentation: Divide the squence of numbers into single one
  • Recognition: Identify each single number

Preprocess

  • Using UNet

Segmentation

  • Simply divided by the distribution of pixels

Recognition

  • Method 1: based on template matching
  • Method 2: based on CNN
  • Method 3: based on capsule networks SOTA!!!
  • NOTE: All methods works to single digit recognition
  • data structure:(both train and test)
    • data/0/x.png ...
    • data/9/x.png

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