/Mask-RCNN-meter-detection

Use Mask R-CNN to automatically detect the dial meters in photos(implemented by tf 2.5)

Primary LanguagePython

Use Mask-RCNN to detect dial meter

Environments

  • OS: Ubuntu 18.0

  • python: 3.7

  • tensorflow: 2.5

  • GPU: Nvidia Geforce RTX 3090 with 12GB memory

Whats' new

  • Use Data augmentation

  • Use auxiliary network

  • Use PANet to improve the accuracy

some Tries:

  • Use SeNet ------ wrong

  • use resnetV2 -------wrong

  • use res2net ------wrong

Results shown:

20220310-210437

20220318-122741