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androidopencvkotlinandroid-camerax

Android CameraX Analyzer Image with format YUV_420_888 to OpenCV Mat


With Android CameraX Analyzer ImageProxy uses ImageReader under the hood with a default YUV_420_888 image format.

I'd like to convert it in OpenCV Mat in order to use OpenCV inside my analyzer:

override fun analyze(imageProxy: ImageProxy, rotationDegrees: Int) {
    try {
      imageProxy.image?.let {
        // ImageProxy uses an ImageReader under the hood:
        // https://developer.android.com/reference/androidx/camera/core/ImageProxy.html
        // That has a default format of YUV_420_888 if not changed that's the default
        // Android camera format.
        // https://developer.android.com/reference/android/graphics/ImageFormat.html#YUV_420_888
        // https://developer.android.com/reference/android/media/ImageReader.html

        // Sanity check
        if (it.format == ImageFormat.YUV_420_888
            && it.planes.size == 3
        ) {
           // TODO - convert ImageProxy.image to Mat
        } else {
          // Manage other image formats
          // TODO - https://developer.android.com/reference/android/media/Image.html
        }
      }
    } catch (ise: IllegalStateException) {
      ise.printStackTrace()
    }
  }

How can I do that?


Solution

  • Looking at OpenCV JavaCamera2Frame class in its GitHub repo you can write an Image extension function like that:

    (ported to Kotlin)

    // Ported from opencv private class JavaCamera2Frame
    fun Image.yuvToRgba(): Mat {
      val rgbaMat = Mat()
    
      if (format == ImageFormat.YUV_420_888
          && planes.size == 3) {
    
        val chromaPixelStride = planes[1].pixelStride
    
        if (chromaPixelStride == 2) { // Chroma channels are interleaved
          assert(planes[0].pixelStride == 1)
          assert(planes[2].pixelStride == 2)
          val yPlane = planes[0].buffer
          val uvPlane1 = planes[1].buffer
          val uvPlane2 = planes[2].buffer
          val yMat = Mat(height, width, CvType.CV_8UC1, yPlane)
          val uvMat1 = Mat(height / 2, width / 2, CvType.CV_8UC2, uvPlane1)
          val uvMat2 = Mat(height / 2, width / 2, CvType.CV_8UC2, uvPlane2)
          val addrDiff = uvMat2.dataAddr() - uvMat1.dataAddr()
          if (addrDiff > 0) {
            assert(addrDiff == 1L)
            Imgproc.cvtColorTwoPlane(yMat, uvMat1, rgbaMat, Imgproc.COLOR_YUV2RGBA_NV12)
          } else {
            assert(addrDiff == -1L)
            Imgproc.cvtColorTwoPlane(yMat, uvMat2, rgbaMat, Imgproc.COLOR_YUV2RGBA_NV21)
          }
        } else { // Chroma channels are not interleaved
          val yuvBytes = ByteArray(width * (height + height / 2))
          val yPlane = planes[0].buffer
          val uPlane = planes[1].buffer
          val vPlane = planes[2].buffer
    
          yPlane.get(yuvBytes, 0, width * height)
    
          val chromaRowStride = planes[1].rowStride
          val chromaRowPadding = chromaRowStride - width / 2
    
          var offset = width * height
          if (chromaRowPadding == 0) {
            // When the row stride of the chroma channels equals their width, we can copy
            // the entire channels in one go
            uPlane.get(yuvBytes, offset, width * height / 4)
            offset += width * height / 4
            vPlane.get(yuvBytes, offset, width * height / 4)
          } else {
            // When not equal, we need to copy the channels row by row
            for (i in 0 until height / 2) {
              uPlane.get(yuvBytes, offset, width / 2)
              offset += width / 2
              if (i < height / 2 - 1) {
                uPlane.position(uPlane.position() + chromaRowPadding)
              }
            }
            for (i in 0 until height / 2) {
              vPlane.get(yuvBytes, offset, width / 2)
              offset += width / 2
              if (i < height / 2 - 1) {
                vPlane.position(vPlane.position() + chromaRowPadding)
              }
            }
          }
    
          val yuvMat = Mat(height + height / 2, width, CvType.CV_8UC1)
          yuvMat.put(0, 0, yuvBytes)
          Imgproc.cvtColor(yuvMat, rgbaMat, Imgproc.COLOR_YUV2RGBA_I420, 4)
        }
      }
    
      return rgbaMat
    }
    

    And so you can write:

    override fun analyze(imageProxy: ImageProxy, rotationDegrees: Int) {
        try {
          imageProxy.image?.let {
            // ImageProxy uses an ImageReader under the hood:
            // https://developer.android.com/reference/androidx/camera/core/ImageProxy.html
            // That has a default format of YUV_420_888 if not changed that's the default
            // Android camera format.
            // https://developer.android.com/reference/android/graphics/ImageFormat.html#YUV_420_888
            // https://developer.android.com/reference/android/media/ImageReader.html
    
            // Sanity check
            if (it.format == ImageFormat.YUV_420_888
                && it.planes.size == 3
            ) {        
              val rgbaMat = it.yuvToRgba()
            } else {
              // Manage other image formats
              // TODO - https://developer.android.com/reference/android/media/Image.html
            }
          }
        } catch (ise: IllegalStateException) {
          ise.printStackTrace()
        }
      }