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Inferencing Semantic segmentation models in tensorflow on TDA 2X / 3X / 4X

Hi,

Is there a way to port a semantic segmentation model trained in tensorflow on TDA 2X / 3X / 4X?

While trying the experiment out, I have already observed following problems:

1. Tensorflow version supported by TIDL is pretty old i.e. 1.1. Many networks currently are using tensorflow 1.8 or even higher upto 1.13.

2. Semantic segmentation requires transposed convolution layer which is not supported by TIDL in tensorflow.

Is there any enhancement on tensorflow higher version support? 

If transposed convolution is not supported what are the ways to deploy a segmentation model in tensorflow on TDA2X / 3X / 4X?

Thanks in advance,

Prajakta