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SegNet Model + Example #9

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penguinmenac3 opened this issue May 17, 2018 · 0 comments
Open

SegNet Model + Example #9

penguinmenac3 opened this issue May 17, 2018 · 0 comments
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enhancement New feature or request

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@penguinmenac3
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Is your feature request related to a problem? Please describe.
Segnet is one of the most important segmentation networks and nicely illustrates concepts like upconvolution. Having a clean implementation would benefit lot's of other potentially interesting network implementations.

Describe the solution you'd like

  1. Implement SegNet-Model (create_model-function) in starttf.models (using the vgg16_encoder implementation as an encoder)
  2. Write a full SegNet example (like the mnist example) where the network is trained on cityscapes dataset.
    2.1. Write a loss.py
    2.2. Write a prepare_training.py
    2.3. Write a hyper_params.json
    2.4. Write a train.py
  3. If required add cityscapes to the opendatalake.

Describe alternatives you've considered
None.

Additional context
This might be a good issue for someone who wants to start contributing to starttf.

@penguinmenac3 penguinmenac3 added the enhancement New feature or request label May 17, 2018
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