Intel® Distribution of OpenVINO™ Toolkit
Community assistance about the Intel® Distribution of OpenVINO™ toolkit, OpenCV, and all aspects of computer vision-related on Intel® platforms.

OpenVINO+NCS2/NCS+MutiModel(FaceDetection, EmotionRecognition)+MultiStick+MultiProcess+MultiThread+USB Cam/PiCam. RaspberryPi3

Hyodo__Katsuya
Innovator
533 Views

Hello everyone.

I tried implementing Multi-model asynchronous sample of Face Detection + Emotion Detection in Python. (+ MultiStick)

Movie playback and reasoning are executed completely asynchronously, so if you move the camera quickly, the frame will shift greatly.

The MultiStick function is being verified for stability improvement.

 

https://github.com/PINTO0309/OpenVINO-EmotionRecognition.git

emotion.gif

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Hyodo__Katsuya
Innovator
533 Views

Corei7 + NCS2 x2

ezgif.com-gif-maker (3).gif

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Truong__Dien_Hoa
New Contributor II
533 Views

Hi @Katsuya. Very interesting project. I'm thinking about how to use async and multiprocess to increase the FPS and will definitely take a look on how you do it. How many batches you use in your model ? I was thinking might be increase number of batches can help but for resnet50, t(batch=4) is very close to 4*t(batch).

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Hyodo__Katsuya
Innovator
533 Views

Hi, Truong, Dien Hoa.

> How many batches you use in your model ?

It's x1 batch.

btw, x1 batch + x4 request + x2 models + x2 NCS2, In parallel.

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