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A brief SegNet tensorflow implementation trained on CamVid dataset.

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About

A tensorflow implementation based on SegNet with a little change trained on CamVid dataset.

The CamVid dataset can be as follows:

|--CamVid
     |--train       (367)
          |--*.png
     |--trainannot  (367)
          |--*.png
     |--val         (101)
          |--*.png  
     |--valannot    (101)
          |--*.png
     |--test        (233)
          |--*.png
     |--testannot   (233)
          |--*.png

To tfrecord

python to_tfrecord.py

Train

python train.py

Test

python predict.py

Results(trained on train set)

Before optimization

  • prediction on train set

  • prediction on test set

  • train loss and mIoU

About

A brief SegNet tensorflow implementation trained on CamVid dataset.

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