We have created an example (Keras based) CNN model for Cifar10 and validated the same on TIDL (On Release version 01.01.00.00). Please use this as a reference to build your models.
PFA for the frozen model, import config, Code to train and test the model using Tensorflow and commands to freeze and optimize.
/cfs-file/__key/communityserver-discussions-components-files/791/6330.TensorflowExample.zip
Note : This a simple example for reference. If you model contains layer was not supported by import tool. Please update the "tidl_tfImport.cpp" and re-build the import tool in the release package. For example, leaky_relu is not supported by tensorflow import tool but the TIDL target library has an implementation for PReLU. By updating import tool, one shall be able to run leky_relyu in TIDL.
Thanks and Rgerads,
Kumar.D