Models: Running DeepLab on Cityscapes Semantic Segmentation Dataset

Created on 22 Jun 2019  路  7Comments  路  Source: tensorflow/models

I am running DeepLab on Cityscapes, using a pretrained model from the model zoo: http://download.tensorflow.org/models/deeplab_cityscapes_xception71_trainvalfine_2018_09_08.tar.gz

You did not include a mapping between class number ID and class textual name. Can you please attach such mapping?

Thank you.

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Thank you for your post. We noticed you have not filled out the following field in the issue template. Could you update them if they are relevant in your case, or leave them as N/A? Thanks.
What is the top-level directory of the model you are using
Have I written custom code
OS Platform and Distribution
TensorFlow installed from
TensorFlow version
Bazel version
CUDA/cuDNN version
GPU model and memory
Exact command to reproduce

When you run this model on GPU, whether you met the OOM ? Thanks a lot for your reply

@mattans, you can look up the label mapping here.

@xiong224, this is a known problem with a frozen graph which is yet to be resolved. You might get better performance by loading the model from the checkpoint.

Does anyone know where to find some specific information on the Deeplab frozen graph? For example, the following is needed as inputs to TF_SessionRun:

  • The dimensions of the input (513x513x3?) and output tensors
  • The names of the first and last operation nodes

@mattans, you can look up the label mapping here.

@xiong224, this is a known problem with a frozen graph which is yet to be resolved. You might get better performance by loading the model from the checkpoint.

It should be 12 classes so it's not it. I'm using the semantic segmentation cityscapes dataset

The number of labels must be greater than 12, but there can also be more than that, like in the default PASCAL color map. The results of the tests I have done using this mapping confirm that it is correct.

Hi There,
We are checking to see if you still need help on this, as this seems to be an old issue. Please update this issue with the latest information, code snippet to reproduce your issue and error you are seeing.
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