Capture an image and display the page preview with perspective correction
This commit is contained in:
@@ -8,6 +8,9 @@ import org.opencv.core.MatOfPoint2f
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import org.opencv.core.Size
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import org.opencv.imgproc.Imgproc
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import kotlin.math.abs
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import kotlin.math.max
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import kotlin.math.sqrt
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import androidx.core.graphics.createBitmap
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fun detectDocumentQuad(mask: Bitmap): Quad? {
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val mat = Mat()
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@@ -47,3 +50,46 @@ fun detectDocumentQuad(mask: Bitmap): Quad? {
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val vertices = biggest?.toList()?.map { Point(it.x.toInt(), it.y.toInt()) }
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return createQuad(vertices)
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}
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fun extractDocument(originalBitmap: Bitmap, quad: Quad): Bitmap {
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val widthTop = norm(quad.topLeft, quad.topRight)
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val widthBottom = norm(quad.bottomLeft, quad.bottomRight)
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val maxWidth = max(widthTop, widthBottom).toInt()
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val heightLeft = norm(quad.topLeft, quad.bottomLeft)
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val heightRight = norm(quad.topRight, quad.bottomRight)
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val maxHeight = max(heightLeft, heightRight).toInt()
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val srcPoints = MatOfPoint2f(
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quad.topLeft.toCv(),
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quad.topRight.toCv(),
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quad.bottomRight.toCv(),
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quad.bottomLeft.toCv(),
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)
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val dstPoints = MatOfPoint2f(
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org.opencv.core.Point(0.0, 0.0),
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org.opencv.core.Point(maxWidth.toDouble(), 0.0),
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org.opencv.core.Point(maxWidth.toDouble(), maxHeight.toDouble()),
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org.opencv.core.Point(0.0, maxHeight.toDouble())
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)
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val transform = Imgproc.getPerspectiveTransform(srcPoints, dstPoints)
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val inputMat = Mat()
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Utils.bitmapToMat(originalBitmap, inputMat)
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val outputMat = Mat()
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Imgproc.warpPerspective(inputMat, outputMat, transform, Size(maxWidth.toDouble(), maxHeight.toDouble()))
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val outputBitmap = createBitmap(maxWidth, maxHeight)
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Utils.matToBitmap(outputMat, outputBitmap)
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return outputBitmap
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}
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fun Point.toCv(): org.opencv.core.Point {
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return org.opencv.core.Point(x.toDouble(), y.toDouble())
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}
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private fun norm(p1: Point, p2: Point): Double {
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val dx = (p2.x - p1.x)
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val dy = (p2.y - p1.y)
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return sqrt(dx.toDouble() * dx + dy * dy)
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}
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@@ -55,30 +55,39 @@ class ImageSegmentationService(private val context: Context) {
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}
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}
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suspend fun runSegmentation(bitmap: Bitmap, rotationDegrees: Int) {
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private fun runSegmentation(interpreter: Interpreter, bitmap: Bitmap, rotationDegrees: Int): SegmentationResult {
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val startTime = SystemClock.uptimeMillis()
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val (_, _, h, w) = interpreter.getInputTensor(0).shape()
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// Preprocess manually into CHW float buffer
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val inputBuffer = bitmapToCHWFloatBuffer(bitmap, width = w, height = h, rotationDegrees)
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val (_, cOut, hOut, wOut) = interpreter.getOutputTensor(0).shape()
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val outputBuffer = FloatBuffer.allocate(cOut * hOut * wOut)
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// Run inference
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outputBuffer.rewind()
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interpreter.run(inputBuffer, outputBuffer)
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val inferenceTime = SystemClock.uptimeMillis() - startTime
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val segmentResult = processOutputBuffer(outputBuffer, wOut, hOut, cOut)
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return SegmentationResult(segmentResult, inferenceTime)
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}
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fun runSegmentationAndReturn(bitmap: Bitmap, rotationDegrees: Int): SegmentationResult? {
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if (interpreter != null) {
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return runSegmentation(interpreter!!, bitmap, rotationDegrees)
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}
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return null
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}
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suspend fun runSegmentationAndEmit(bitmap: Bitmap, rotationDegrees: Int) {
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if (interpreter == null) return
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try {
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withContext(Dispatchers.IO) {
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if (interpreter == null) return@withContext
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val startTime = SystemClock.uptimeMillis()
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val (_, _, h, w) = interpreter?.getInputTensor(0)?.shape() ?: return@withContext
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val dataType = interpreter?.getInputTensor(0)?.dataType()
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Log.i(TAG, "segment, input shape: ${interpreter!!.getInputTensor(0).shape().asList()} data type=${dataType}")
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// Preprocess manually into CHW float buffer
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val inputBuffer = bitmapToCHWFloatBuffer(bitmap, width = w, height = h, rotationDegrees)
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val (_, cOut, hOut, wOut) = interpreter!!.getOutputTensor(0).shape()
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val outputBuffer = FloatBuffer.allocate(cOut * hOut * wOut)
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// Run inference
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outputBuffer.rewind()
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interpreter?.run(inputBuffer, outputBuffer)
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val inferenceTime = SystemClock.uptimeMillis() - startTime
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val segmentationResult = runSegmentation(interpreter!!, bitmap, rotationDegrees)
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if (isActive) {
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val segmentResult = processOutputBuffer(outputBuffer, wOut, hOut, cOut)
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_segmentation.value = SegmentationResult(segmentResult, inferenceTime)
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_segmentation.value = segmentationResult
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}
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}
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} catch (e: Exception) {
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@@ -7,13 +7,13 @@ import androidx.activity.compose.setContent
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import androidx.activity.enableEdgeToEdge
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import androidx.activity.viewModels
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import androidx.compose.foundation.background
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import androidx.compose.foundation.layout.Box
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import androidx.compose.foundation.layout.Column
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import androidx.compose.foundation.layout.fillMaxWidth
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import androidx.compose.foundation.layout.padding
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import androidx.compose.material3.Scaffold
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import androidx.compose.material3.Text
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import androidx.compose.runtime.Composable
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import androidx.compose.runtime.collectAsState
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import androidx.compose.runtime.getValue
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import androidx.compose.ui.Modifier
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import androidx.compose.ui.graphics.Color
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@@ -22,6 +22,7 @@ import androidx.compose.ui.unit.dp
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import androidx.lifecycle.compose.collectAsStateWithLifecycle
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import org.mydomain.myscan.ui.theme.MyScanTheme
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import org.mydomain.myscan.view.CameraScreen
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import org.mydomain.myscan.view.PagePreviewScreen
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import org.opencv.android.OpenCVLoader
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class MainActivity : ComponentActivity() {
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@@ -32,14 +33,27 @@ class MainActivity : ComponentActivity() {
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val viewModel: MainViewModel by viewModels { MainViewModel.getFactory(this) }
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enableEdgeToEdge()
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setContent {
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// TODO or collectAsStateWithLifecycle()?
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val currentScreen by viewModel.currentScreen.collectAsState()
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// TODO should uiState own currentScreen?
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val uiState by viewModel.uiState.collectAsStateWithLifecycle()
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MyScanTheme {
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Scaffold { innerPadding ->
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Column {
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Greeting(modifier = Modifier.padding(innerPadding))
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MyMessageBox(uiState.detectionMessage, uiState.inferenceTime)
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Box {
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CameraScreen(uiState, onImageAnalyzed = { image -> viewModel.segment(image) } )
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when (val screen = currentScreen) {
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is Screen.Camera -> {
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CameraScreen(viewModel, uiState,
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onImageAnalyzed = { image -> viewModel.segment(image) } )
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}
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is Screen.PagePreview -> {
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PagePreviewScreen (
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image = screen.image,
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isProcessing = screen.isProcessing,
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onBackPressed = { viewModel.navigateTo(Screen.Camera) }
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)
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}
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}
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}
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}
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@@ -1,17 +1,22 @@
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package org.mydomain.myscan
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import android.content.Context
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import android.graphics.Bitmap
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import android.graphics.Matrix
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import android.util.Log
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import androidx.camera.core.ImageProxy
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import androidx.lifecycle.ViewModel
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import androidx.lifecycle.ViewModelProvider
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import androidx.lifecycle.viewModelScope
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import androidx.lifecycle.viewmodel.CreationExtras
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import kotlinx.coroutines.Dispatchers
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import kotlinx.coroutines.flow.MutableStateFlow
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import kotlinx.coroutines.flow.StateFlow
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import kotlinx.coroutines.flow.asStateFlow
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import kotlinx.coroutines.flow.filterNotNull
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import kotlinx.coroutines.flow.map
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import kotlinx.coroutines.launch
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import kotlinx.coroutines.withContext
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class MainViewModel(private val imageSegmentationService: ImageSegmentationService): ViewModel() {
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@@ -26,6 +31,9 @@ class MainViewModel(private val imageSegmentationService: ImageSegmentationServi
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private var _uiState = MutableStateFlow(UiState("just started"))
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val uiState: StateFlow<UiState> = _uiState.asStateFlow()
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private val _currentScreen = MutableStateFlow<Screen>(Screen.Camera)
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val currentScreen: StateFlow<Screen> = _currentScreen.asStateFlow()
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init {
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viewModelScope.launch {
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imageSegmentationService.initialize()
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@@ -48,7 +56,7 @@ class MainViewModel(private val imageSegmentationService: ImageSegmentationServi
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fun segment(imageProxy: ImageProxy) {
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viewModelScope.launch {
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imageSegmentationService.runSegmentation(
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imageSegmentationService.runSegmentationAndEmit(
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imageProxy.toBitmap(),
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imageProxy.imageInfo.rotationDegrees,
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)
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@@ -56,4 +64,38 @@ class MainViewModel(private val imageSegmentationService: ImageSegmentationServi
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}
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}
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fun navigateTo(screen: Screen) {
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_currentScreen.value = screen
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}
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fun processCapturedImageAndNavigate(imageProxy: ImageProxy) {
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viewModelScope.launch {
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Log.d("MyScan", "Navigating to spinner")
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navigateTo(Screen.PagePreview(image = null, isProcessing = true))
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val processedImage = processCapturedImage(imageProxy)
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Log.d("MyScan", "Navigating to result image")
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navigateTo(Screen.PagePreview(image = processedImage, isProcessing = false))
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}
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}
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private suspend fun processCapturedImage(imageProxy: ImageProxy): Bitmap? = withContext(Dispatchers.IO) {
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var corrected: Bitmap? = null
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val bitmap = imageProxy.toBitmap().rotate(imageProxy.imageInfo.rotationDegrees)
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val segmentation = imageSegmentationService.runSegmentationAndReturn(bitmap, 0)
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if (segmentation != null) {
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val mask = segmentation.segmentation.toBinaryMask()
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val quad = detectDocumentQuad(mask)
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if (quad != null) {
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val resizedQuad = quad.scaledTo(mask.width, mask.height, bitmap.width, bitmap.height)
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corrected = extractDocument(bitmap, resizedQuad)
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}
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}
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return@withContext corrected
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}
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fun Bitmap.rotate(degrees: Int): Bitmap {
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if (degrees == 0) return this
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val matrix = Matrix().apply { postRotate(degrees.toFloat()) }
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return Bitmap.createBitmap(this, 0, 0, width, height, matrix, true)
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}
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}
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11
app/src/main/java/org/mydomain/myscan/Navigation.kt
Normal file
11
app/src/main/java/org/mydomain/myscan/Navigation.kt
Normal file
@@ -0,0 +1,11 @@
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package org.mydomain.myscan
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import android.graphics.Bitmap
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sealed class Screen {
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object Camera : Screen()
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data class PagePreview(
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val image: Bitmap? = null,
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val isProcessing: Boolean = true
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) : Screen()
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}
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@@ -1,7 +1,9 @@
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package org.mydomain.myscan.view
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import android.content.Context
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import android.content.pm.PackageManager.PERMISSION_GRANTED
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import android.graphics.Bitmap
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import android.util.Log
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import android.view.ViewGroup.LayoutParams.MATCH_PARENT
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import android.widget.LinearLayout
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import android.widget.Toast
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@@ -10,21 +12,27 @@ import androidx.activity.result.contract.ActivityResultContracts
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import androidx.camera.core.AspectRatio.RATIO_4_3
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import androidx.camera.core.CameraSelector
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import androidx.camera.core.ImageAnalysis
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import androidx.camera.core.ImageCapture
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import androidx.camera.core.ImageCaptureException
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import androidx.camera.core.ImageProxy
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import androidx.camera.core.Preview
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import androidx.camera.lifecycle.ProcessCameraProvider
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import androidx.camera.view.PreviewView
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import androidx.compose.foundation.Canvas
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import androidx.compose.foundation.layout.Box
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import androidx.compose.foundation.layout.Column
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import androidx.compose.foundation.layout.fillMaxSize
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import androidx.compose.foundation.layout.height
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import androidx.compose.foundation.layout.width
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import androidx.compose.material3.Button
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import androidx.compose.material3.Text
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import androidx.compose.runtime.Composable
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import androidx.compose.runtime.DisposableEffect
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import androidx.compose.runtime.LaunchedEffect
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import androidx.compose.runtime.getValue
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import androidx.compose.runtime.mutableStateOf
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import androidx.compose.runtime.remember
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import androidx.compose.ui.Alignment
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import androidx.compose.ui.Modifier
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import androidx.compose.ui.geometry.Offset
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import androidx.compose.ui.graphics.BlendMode
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@@ -37,18 +45,20 @@ import androidx.compose.ui.platform.LocalContext
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import androidx.compose.ui.unit.dp
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import androidx.compose.ui.viewinterop.AndroidView
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import androidx.core.content.ContextCompat
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import androidx.core.graphics.scale
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import androidx.lifecycle.LifecycleOwner
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import androidx.lifecycle.compose.LocalLifecycleOwner
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import com.google.common.util.concurrent.ListenableFuture
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import org.mydomain.myscan.MainViewModel
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import org.mydomain.myscan.Point
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import org.mydomain.myscan.UiState
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import org.mydomain.myscan.scaledTo
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import java.util.concurrent.ExecutorService
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import java.util.concurrent.Executors
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import androidx.core.graphics.scale
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import org.mydomain.myscan.Point
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import org.mydomain.myscan.scaledTo
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@Composable
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fun CameraScreen(
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viewModel: MainViewModel,
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uiState: UiState,
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onImageAnalyzed: (ImageProxy) -> Unit,
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) {
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@@ -62,6 +72,8 @@ fun CameraScreen(
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}
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}
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val captureController = remember { CameraCaptureController() }
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LaunchedEffect(Unit) {
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val camera = android.Manifest.permission.CAMERA
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if (ContextCompat.checkSelfPermission(context, camera) != PERMISSION_GRANTED) {
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@@ -69,15 +81,35 @@ fun CameraScreen(
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}
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}
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val width = LocalConfiguration.current.screenWidthDp
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val height = width / 3 * 4
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Box(
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modifier = Modifier
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.width(width.dp)
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.height(height.dp)
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) {
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CameraPreview(onImageAnalyzed = onImageAnalyzed)
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AnalysisOverlay(uiState)
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Column {
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val width = LocalConfiguration.current.screenWidthDp
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val height = width / 3 * 4
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Box(
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modifier = Modifier
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.width(width.dp)
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.height(height.dp)
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) {
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CameraPreview(
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onImageAnalyzed = onImageAnalyzed,
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captureController = captureController)
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AnalysisOverlay(uiState)
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}
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Button(
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onClick = {
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captureController.takePicture(
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context = context,
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onImageCaptured = { imageProxy ->
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if (imageProxy != null) {
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viewModel.processCapturedImageAndNavigate(imageProxy)
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} else {
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Log.e("MyScan", "Error during image capture")
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}
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}
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)},
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modifier = Modifier.align(Alignment.CenterHorizontally),
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) {
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Text("Capture")
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}
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}
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}
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@@ -85,6 +117,7 @@ fun CameraScreen(
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fun CameraPreview(
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modifier: Modifier = Modifier,
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onImageAnalyzed: (ImageProxy) -> Unit,
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captureController: CameraCaptureController,
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) {
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val context = LocalContext.current
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val lifecycleOwner = LocalLifecycleOwner.current
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@@ -110,7 +143,8 @@ fun CameraPreview(
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cameraProviderFuture = cameraProviderFuture,
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executor = executor,
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previewView = previewView,
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onImageAnalyzed = onImageAnalyzed
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onImageAnalyzed = onImageAnalyzed,
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captureController = captureController
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)
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}, ContextCompat.getMainExecutor(context))
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@@ -124,6 +158,7 @@ fun bindCameraUseCases(
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executor: ExecutorService,
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previewView: PreviewView,
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onImageAnalyzed: (ImageProxy) -> Unit,
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captureController: CameraCaptureController,
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) {
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val preview: Preview = Preview.Builder().setTargetAspectRatio(RATIO_4_3).build()
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@@ -136,8 +171,14 @@ fun bindCameraUseCases(
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.setOutputImageFormat(ImageAnalysis.OUTPUT_IMAGE_FORMAT_RGBA_8888).build()
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imageAnalysis.setAnalyzer(executor, onImageAnalyzed)
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val imageCapture = ImageCapture.Builder()
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.setTargetAspectRatio(RATIO_4_3)
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.setCaptureMode(ImageCapture.CAPTURE_MODE_MINIMIZE_LATENCY)
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.build()
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captureController.imageCapture = imageCapture
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val cameraProvider = cameraProviderFuture.get()
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cameraProvider.bindToLifecycle(lifecycleOwner, cameraSelector, imageAnalysis, preview)
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cameraProvider.bindToLifecycle(lifecycleOwner, cameraSelector, imageAnalysis, preview, imageCapture)
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}
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@Composable
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@@ -187,3 +228,23 @@ fun replaceColor(bitmap: Bitmap, toReplace: Color, replacement: Color): Bitmap {
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}
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fun Point.toOffset() = Offset(x.toFloat(), y.toFloat())
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class CameraCaptureController {
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var imageCapture: ImageCapture? = null
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fun takePicture(context: Context, onImageCaptured: (ImageProxy?) -> Unit) {
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imageCapture?.takePicture(
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// TODO is it a good idea to use this executor?
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ContextCompat.getMainExecutor(context),
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object : ImageCapture.OnImageCapturedCallback() {
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override fun onCaptureSuccess(imageProxy: ImageProxy) {
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onImageCaptured(imageProxy)
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}
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override fun onError(exception: ImageCaptureException) {
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Log.e("CameraCapture", "Image capture failed: ${exception.message}", exception)
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onImageCaptured(null)
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}
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}
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)
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}
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}
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||||
63
app/src/main/java/org/mydomain/myscan/view/PagePreview.kt
Normal file
63
app/src/main/java/org/mydomain/myscan/view/PagePreview.kt
Normal file
@@ -0,0 +1,63 @@
|
||||
package org.mydomain.myscan.view
|
||||
|
||||
import android.graphics.Bitmap
|
||||
import androidx.compose.foundation.Image
|
||||
import androidx.compose.foundation.layout.Box
|
||||
import androidx.compose.foundation.layout.fillMaxSize
|
||||
import androidx.compose.foundation.layout.padding
|
||||
import androidx.compose.material.icons.Icons
|
||||
import androidx.compose.material.icons.automirrored.filled.ArrowBack
|
||||
import androidx.compose.material3.CircularProgressIndicator
|
||||
import androidx.compose.material3.Icon
|
||||
import androidx.compose.material3.IconButton
|
||||
import androidx.compose.material3.Text
|
||||
import androidx.compose.runtime.Composable
|
||||
import androidx.compose.ui.Alignment
|
||||
import androidx.compose.ui.Modifier
|
||||
import androidx.compose.ui.graphics.asImageBitmap
|
||||
import androidx.compose.ui.layout.ContentScale
|
||||
import androidx.compose.ui.unit.dp
|
||||
|
||||
@Composable
|
||||
fun PagePreviewScreen(
|
||||
image: Bitmap?,
|
||||
isProcessing: Boolean,
|
||||
onBackPressed: () -> Unit
|
||||
) {
|
||||
Box(modifier = Modifier.fillMaxSize()) {
|
||||
when {
|
||||
isProcessing -> {
|
||||
CircularProgressIndicator(
|
||||
modifier = Modifier
|
||||
.align(Alignment.Center)
|
||||
)
|
||||
}
|
||||
image != null -> {
|
||||
Image(
|
||||
bitmap = image.asImageBitmap(),
|
||||
contentDescription = "Document preview",
|
||||
modifier = Modifier.fillMaxSize(),
|
||||
contentScale = ContentScale.Fit
|
||||
)
|
||||
}
|
||||
else -> {
|
||||
Text(
|
||||
text = "No image is available.",
|
||||
modifier = Modifier.align(Alignment.Center)
|
||||
)
|
||||
}
|
||||
}
|
||||
|
||||
IconButton (
|
||||
onClick = onBackPressed,
|
||||
modifier = Modifier
|
||||
.align(Alignment.TopStart)
|
||||
.padding(16.dp)
|
||||
) {
|
||||
Icon(
|
||||
imageVector = Icons.AutoMirrored.Filled.ArrowBack,
|
||||
contentDescription = "Back"
|
||||
)
|
||||
}
|
||||
}
|
||||
}
|
||||
Reference in New Issue
Block a user