Changes

Jump to: navigation, search
m
no edit summary
7.49395e-20 Hand
1.40372e-22 Banana
</pre>
 
With the half quantized model:
 
<pre class="board-terminal">
root@imx8qmmek:~/devel/image_classifier_eIQ# ./image_classifier_cv 2 my_fruits_model_1.12_quant.tflite labels.txt testdata/red-apple1.jpg
Number of threads: undefined
Warmup time: 328.374 ms
Original image size: 600x600x3
Cropped image size: 600x600x3
Resized image size: 224x224x3
Input tensor index: 12
Input tensor name: conv2d_input
Selected order of channels: RGB
Selected pixel values range: 0-1
Filling time: 1.10302 ms
Inference time 1: 322.839 ms
Inference time 2: 322.694 ms
Inference time 3: 339.768 ms
Average inference time: 328.434 ms
Total prediction time: 329.537 ms
Output tensor index: 18
Output tensor name: dense_1/Softmax
Top results:
1 Red Apple
1.53349e-07 Orange
1.67772e-15 Avocado
7.44711e-18 Banana
2.47029e-18 Hand
</pre>
 
With the fully quantized model:
 
<pre class="board-terminal">
root@imx8qmmek:~/devel/image_classifier_eIQ# ./image_classifier_cv 3 my_fruits_model_qatlegacy.tflite labels.txt testdata/red-apple1.jpg
Number of threads: undefined
Warmup time: 201.551 ms
Original image size: 600x600x3
Cropped image size: 600x600x3
Resized image size: 224x224x3
Input tensor index: 14
Input tensor name: conv2d_input
Selected order of channels: RGB
Selected pixel values range: NA
Filling time: 0.45083 ms
Inference time 1: 198.342 ms
Inference time 2: 199.043 ms
Inference time 3: 198.543 ms
Average inference time: 198.643 ms
Total prediction time: 199.093 ms
Output tensor index: 5
Output tensor name: activation_5/Softmax
Top results:
1 Red Apple
</pre>
== Results ==
89
edits

Navigation menu