Questions tagged [tensorflow-lite]

TensorFlow Lite is a toolkit for Android and iOS that provides Machine Learning capabilities on-device.

6
votes
3answers
1k views

How can I test a .tflite model to prove that it behaves as the original model using the same Test Data?

I have generated a .tflite model based on a trained model, I would like to test that the tfilte model gives the same results as the original model.Giving both the same test data and obtaining the ...
0
votes
2answers
498 views

How to know Tensorflow Lite model's input/output feature info?

I'm mobile developer. And I want to use various Tensorflow Lite models(.tflite) with MLKit. But there are some issues, I have no idea of how to know .tflite model's input/output feature info(these ...
11
votes
1answer
318 views

tensorflow lite model gives very different accuracy value compared to python model

I am using tensorflow 1.10 Python 3.6My code is based in the premade iris classification model provided by TensorFlow. This means, I am using a Tensorflow DNN premade classifier, with the following ...
2
votes
0answers
194 views

Error trying to convert from saved model to tflite format

While trying to convert a saved model to tflite file I get the following error: F tensorflow/contrib/lite/toco/tflite/export.cc:363] Some of the operators in the model are not supported by the ...
1
vote
2answers
215 views

Low Accuracy with static image on TFLite demo model

I'm trying the TFLite implementation for Image Classification using Mobile Net Transfer Learning example from TensorFlow for Poets 2I'm able to succesfully complete the transfer learning using the ...
0
votes
1answer
378 views

change the input image size for mobilenet_ssd using tensorflow

I am using tensorflow and tflite to detect object. The model I use is mobilenet_ssd (version 2) from https://github.com/tensorflow/models/tree/master/research/object_detectionthe input image size ...
1
vote
1answer
2k views

How do I export a TensorFlow model as a .tflite file?

Background information:I have written a TensorFlow model very similar to the premade iris classification model provided by TensorFlow. The differences are relatively minor: I am classifying ...
1
vote
1answer
67 views

tflite_diff_example_test fails to invoke interpreter

I've been trying TensorFlow lite and I've been having issues with the detection on Android so I'm trying to test my .pb and .tflite models to see if there is a difference with tflite_diff_example_test...
0
votes
2answers
28 views

Tensorflow Lite: ResNet example model gave VERY poor result during validation with ImageNet

I am studying tensorflow lite. I downloaded the ResNet frozen graph ResNet_V2_101 from https://github.com/tensorflow/tensorflow/blob/master/tensorflow/lite/g3doc/models.md#image-classification-float-...
0
votes
1answer
89 views

Obtaining quantized activations in tensorflow lite

I'm trying to get intermediate feature map values in tf lite.I load the quantized mobilenet v1 224 tflite model using the interpreter and call invoke using sample input data.The network output ...
0
votes
0answers
78 views

How to know which tensor to choose from the list of tensor names in Graph?

I am trying to export a Linear Classifier to a tflite format. That's why I need to select a tensor from the tensor list names in Graph. For example for exporting a DNN classifier model the following ...
0
votes
1answer
228 views

What is the difference between the .lite and the .tflite formats

What is the difference between the .lite and the .tflite formats (TensorFlow formats)? And if there is no difference, why there are two of them?In addition to the question, it seems that I can't ...

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