# Streaming Live Frames to a Machine Learning Model with the Qualcomm Neural Processing SDK for AI

Source: [https://docs.qualcomm.com/doc/80-63442-4/topic/streaming-live-frames-to-a-mlm.html](https://docs.qualcomm.com/doc/80-63442-4/topic/streaming-live-frames-to-a-mlm.html)

Steps for using feeds from front and rear cameras for prediction

Following the steps below, you can set up a multi-camera stream with model prediction on
            a device running a Snapdragon® mobile platform.

## Using live frames in the model

The procedure streams live frames to the machine learning model through front and
                rear cameras simultaneously using Camera2 APIs from the Android SDK. Then, it
                converts the live frames to bitmaps and hands them off to the model, running on a
                Snapdragon processor, for prediction.

Finally, the model classifies the bitmap images and passes in predictions in the form
                of labels, such as “drone” and “man on bike,” as shown in the image.  
![](data:image/png;base64,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)

As a prerequisite, you should have working experience in developing Android
                Applications.

## 1. Setting up the SDK

If you have not yet set up our Neural Processing SDK, download it from the [Tools & Resources page on Qualcomm Developer
                    Network](https://qpm.qualcomm.com/#/main/tools/details/qualcomm_neural_processing_sdk). On our [Getting Started page](https://docs.qualcomm.com/bundle/publicresource/topics/80-63442-2/setup.html), you can also find
                system requirements and instructions for setting up the SDK, [converting models and building the sample Android
                    application in the Qualcomm® Neural Processing SDK for AI](https://docs.qualcomm.com/bundle/publicresource/topics/80-63442-2/setup.html#machine-learning-frameworks). (Note that
                Android NDK version r-11 is required for proper SDK setup.)

## 2. Setting runtime permissions

Camera requires runtime permission to capture the live frames. It is a requirement of
                Android 6.0 (API &gt;23).

In the Android project, declare the following in the AndroidManifest.xml file:

    <uses-permission android:name="android.permission.CAMERA"/>Copy to clipboard

The same camera permission has to be set as runtime in the code:

    if (ContextCompat.checkSelfPermission(AppContext,Manifest.permission.CAMERA)
          !=PackageManager.PERMISSION_GRANTED) { // Grant Camera Permission }Copy to clipboard

## 3. Loading the Model

The following code connects to the neural network and loads the model:

    final SNPE.NeuralNetworkBuilder builder = new SNPE.NeuralNetworkBuilder(mApplicationContext)
          // Allows selecting a runtime order for the network. // In the example below use DSP and fall
          back, in order, to GPU then CPU // depending on whether any of the runtimes are available.
          .setRuntimeOrder(DSP, GPU, CPU) // Loads a model from DLC file .setModel(new
            File("")) // Build the network network =
          builder.build();Copy to clipboard

## 4. Capturing preview frames

The interface TextureView.SurfaceTextureListener can be used to render the camera
                preview and notify when the surface texture associated with this texture view is
                available. The overridden methods are as follows:

- `public abstract void onSurfaceTextureAvailable (SurfaceTexture surface,
                        int width, int height)`
    That method is invoked when the surface
                        texture of a TextureView is ready for use. Front and rear camera connections
                        are opened by giving camera Ids 1 and 0 respectively through
                        CameraManager.
- `public void onSurfaceTextureSizeChanged (SurfaceTexture surfaceTexture,
                        int i, int i1)`
    That method is invoked when the size of buffers in
                        SurfaceTexture changes.
- `public void onSurfaceTextureUpdated (SurfaceTexture
                        surfaceTexture)`
    That method is invoked when the specified
                        SurfaceTexture is updated through SurfaceTexture.updateTexImage().

For Camera callbacks, CameraDevice.StateCallback is used for receiving updates about
                the state of a camera device. The overridden methods are as follows:

- `public void onClosed (CameraDevice camera)`
    That method is
                        called when a camera device has been closed.
- `public void onOpened (CameraDevice cameraDevice)`
    That method
                        is called when a camera device has finished opening. At this point, the
                        camera device is ready to use, and can be called to set up the first
                        capture.
- `public void onDisconnected (CameraDevice cameraDevice)`
    That
                        method is called when a camera device is no longer available for
                    use.
- `public void onError (CameraDevice cameraDevice, int i)`
    That
                        method is called when a camera device has encountered a serious
                    error.

To track the progress of camera capture, the CameraCaptureSession.CaptureCallback
                method is used. The callbacks are as follows:

- `onCaptureProgressed`
    That method is called when an image
                        capture makes partial forward progress; some (but not all) results from an
                        image capture are
                    available.

        public void onCaptureProgressed (CameraCaptureSession session, CaptureRequest request,
                  CaptureResult partialResult)Copy to clipboard
- `onCaptureCompleted`
    That method is called when an image
                        capture has fully completed and all the result metadata is
                        available.

        public void onCaptureCompleted (CameraCaptureSession session, CaptureRequest request,
                  TotalCaptureResult result)Copy to clipboard

    TotalCaptureResult
                        parameter is produced by a CameraDevice after processing a CaptureRequest.
                        TotalCaptureResult returns the final values of the capture.

## 5. Getting the bitmap from TextureView

A bitmap of fixed height and width can be obtained from TextureView in an
                onCaptureCompleted callback. That bitmap can be compressed and used to classify the
                image.

## 6. Classifying the image

Before the bitmap is handed off for prediction, it must undergo basic image
                processing, such as conversion to RGB, grayscale, etc. The image processing depends
                on the input shape required by the model. Examples:

- Inception network input image size: 299x299x3 (3 channel image input)
- MobileNet input image size: 224x224x3 (3 channel image input)
- VGG16/19 input image size: 224x224x3 (3 channel image input)
- fer2013 network input: 48x48x1 (1 channel image input)

Next, it is necessary to convert the processed image into the tensor. The prediction
                API requires a tensor format with type Float.

After all the processing is complete, the tensor goes to the neural network API for
                prediction, as shown in the following code:

    // mNeuralNetwork is instance of NeuralNetwork class. final Map outputs = mNeuralNetwork.execute(inputs);Copy to clipboard

where NeuralNetwork is an instance of the NeuralNetwork class, and inputs is a map of
                input name and tensor.

## Next step

Qualcomm Developer Network is a source for [other projects that use the Qualcomm Neural
                    Processing SDK for AI](https://www.qualcomm.com/products/technology/artificial-intelligence). Developers can use the projects as prototypes in
                their own development efforts.

**Parent Topic:** [Developing Apps with the Qualcomm Neural Processing SDK for AI](https://docs.qualcomm.com/doc/80-63442-4/topic/developing-apps-qualcomm-neural-processing-sdk.html)

Last Published: Jun 24, 2024

[Previous Topic
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Training and Testing Machine Learning Models](https://docs.qualcomm.com/bundle/publicresource/80-63442-4/topics/training-and-testing-machine-learning-models.md)