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trivedi__amiya
Beginner
176 Views

Error calibration faster_rcnn_vgg16 model

Hi,

I'm trying to test object detection with openvino, I was able to convert using model optimizer, however, I am unable to calibrate the converted IR model to INT8. I'm trying following command. Is this model not supported yet? Is there a way around? I am on  release - 2019.3.376

For now, I am only trying simplified mode, ideally I would like to run accuracy checker as well.

python3 /opt/intel/openvino/deployment_tools/tools/calibration_tool/calibrate.py -m ./VGG16_faster_rcnn_final.xml -sm -s /media/amiya/KINGSTON/VOC2017_sub/. -o ./out/ 
[ INFO ] Collect inputs...
terminate called after throwing an instance of 'InferenceEngine::details::InferenceEngineException'
  what():  Just networks with one input are supported.

 

I have also tried ignoring im_info layer with -ignore_layer_names="im_info", but that did not help.

 

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10 Replies
Cary_P_Intel1
Employee
176 Views

Hi, trivedi, amiya

Can you let me know which pre-trained model you are using from which github repository? Assuming you are not downloading it from tensorflow object detection api model zoo, right? Also please provide your conversion command as well, thank you.

trivedi__amiya
Beginner
176 Views

Cary, 

Thanks for your reply, the model is downloaded from https://dl.dropboxusercontent.com/s/o6ii098bu51d139/faster_rcnn_models.tgz?dl=0

The command for model optimizer was something like -

/opt/intel/openvino/deployment_tools/model_optimizer/mo_caffe.py --input_model VGG16_faster_rcnn_final.caffemodel --input_proto test.prototxt


 

trivedi__amiya
Beginner
176 Views

Cary,

Any update? We need to know feasibility of INT8 model asap.

Regards,

Amiya

Cary_P_Intel1
Employee
176 Views

Hi, Trivedi, amiya,

Sorry for late response, I was occupied by other urgent task. I've downloaded your model, but I didn't see the prototxt inside. I don't know which model repository did you use from your dropbox link, so could you give me the prototxt you are using? Currently I assume you use the prototxt from https://raw.githubusercontent.com/rbgirshick/py-faster-rcnn/master/models/pascal_voc/VGG16/faster_rcnn_end2end/test.prototxt 

From my test, the model can be converted and run with correct result, but after I run with the calibration tool with the configuration revised, I still can't go through the calibration process, I have reached inside to know where the problem is. Attached the yaml file I used first and will keep you updated once I got the response.

trivedi__amiya
Beginner
176 Views

Cary,

Thanks for your response.

Yes, I used the same test.prototxt as it was pointed to by the README inside object_detection_demo_faster_rcnn.

I did not use any yml as I used the simplified mode calibration command as mentioned in my post before..

Can you please share your calibration command line?

It is not clear from your response whether you got same error or different, please let me know your exact test result.

Hope to hear back soon.

Regards,

Amiya

Cary_P_Intel1
Employee
176 Views

Hi, Amiya,

Sorry that my screen shot wasn't attached and cause the confusion, the calibration encounter problem which is different from yours. Attached the screen shot and error message of my calibration, the calibration for the model still has problem, I am working on to find out the root cause.

trivedi__amiya
Beginner
176 Views

I see, did you try simplified mode command ( -sm ) as in my first post? Just curious if you get the same result. It would be good to get accuracy checker to also work though, but I was testing simplified mode first just check basic operation.

Cary_P_Intel1
Employee
176 Views

Hi, Amiya,

I don't think  the simplified mode works for the faster_rcnn model for now, since it has two inputs, and I didn't see where two inputs is supported by simplified mode configuration compare to the standard mode. As you can see from the yaml file I provided, I specify the im_info as  "IMAGE_INFO" which is one of the mechanism supported from standard calibration, you can refer to section Specifying model inputs in config in "https://docs.openvinotoolkit.org/latest/_tools_accuracy_checker_accuracy_checker_launcher_dlsdk_launcher_readme.html "

trivedi__amiya
Beginner
176 Views

Cary,

Thanks for clarification. Will try standard mode, when you have some resolution on the issue, can you give ETA?

 

Cary_P_Intel1
Employee
176 Views

Hi, Amiya,

Sorry I don't have the ETA since it depends on engineering resource, If there is any update, I will update you immediately.

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