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GitOrigin-RevId: 1610e588e497817fae2d9a458093ab6a370e2972
This commit is contained in:
MediaPipe Team
2021-08-18 17:45:46 -07:00
committed by jqtang
parent b899d17f18
commit 710fb3de58
158 changed files with 10104 additions and 1568 deletions
+205 -7
View File
@@ -219,8 +219,8 @@ Supported configuration options:
import cv2
import mediapipe as mp
mp_drawing = mp.solutions.drawing_utils
mp_drawing_styles = mp.solutions.drawing_styles
mp_hands = mp.solutions.hands
drawing_styles = mp.solutions.drawing_styles
# For static images:
IMAGE_FILES = []
@@ -249,9 +249,11 @@ with mp_hands.Hands(
f'{hand_landmarks.landmark[mp_hands.HandLandmark.INDEX_FINGER_TIP].y * image_height})'
)
mp_drawing.draw_landmarks(
annotated_image, hand_landmarks, mp_hands.HAND_CONNECTIONS,
drawing_styles.get_default_hand_landmark_style(),
drawing_styles.get_default_hand_connection_style())
annotated_image,
hand_landmarks,
mp_hands.HAND_CONNECTIONS,
mp_drawing_styles.get_default_hand_landmarks_style(),
mp_drawing_styles.get_default_hand_connections_style())
cv2.imwrite(
'/tmp/annotated_image' + str(idx) + '.png', cv2.flip(annotated_image, 1))
@@ -281,9 +283,11 @@ with mp_hands.Hands(
if results.multi_hand_landmarks:
for hand_landmarks in results.multi_hand_landmarks:
mp_drawing.draw_landmarks(
image, hand_landmarks, mp_hands.HAND_CONNECTIONS,
drawing_styles.get_default_hand_landmark_style(),
drawing_styles.get_default_hand_connection_style())
image,
hand_landmarks,
mp_hands.HAND_CONNECTIONS,
mp_drawing_styles.get_default_hand_landmarks_style(),
mp_drawing_styles.get_default_hand_connections_style())
cv2.imshow('MediaPipe Hands', image)
if cv2.waitKey(5) & 0xFF == 27:
break
@@ -364,6 +368,200 @@ camera.start();
</script>
```
### Android Solution API
Please first follow general
[instructions](../getting_started/android_solutions.md#integrate-mediapipe-android-solutions-api)
to add MediaPipe Gradle dependencies, then try the Hands solution API in the
companion
[example Android Studio project](https://github.com/google/mediapipe/tree/master/mediapipe/examples/android/solutions/hands)
following
[these instructions](../getting_started/android_solutions.md#build-solution-example-apps-in-android-studio)
and learn more in usage example below.
Supported configuration options:
* [staticImageMode](#static_image_mode)
* [maxNumHands](#max_num_hands)
* runOnGpu: Run the pipeline and the model inference on GPU or CPU.
#### Camera Input
```java
// For camera input and result rendering with OpenGL.
HandsOptions handsOptions =
HandsOptions.builder()
.setMode(HandsOptions.STREAMING_MODE) // API soon to become
.setMaxNumHands(1) // setStaticImageMode(false)
.setRunOnGpu(true).build();
Hands hands = new Hands(this, handsOptions);
hands.setErrorListener(
(message, e) -> Log.e(TAG, "MediaPipe Hands error:" + message));
// Initializes a new CameraInput instance and connects it to MediaPipe Hands.
CameraInput cameraInput = new CameraInput(this);
cameraInput.setNewFrameListener(
textureFrame -> hands.send(textureFrame));
// Initializes a new GlSurfaceView with a ResultGlRenderer<HandsResult> instance
// that provides the interfaces to run user-defined OpenGL rendering code.
// See mediapipe/examples/android/solutions/hands/src/main/java/com/google/mediapipe/examples/hands/HandsResultGlRenderer.java
// as an example.
SolutionGlSurfaceView<HandsResult> glSurfaceView =
new SolutionGlSurfaceView<>(
this, hands.getGlContext(), hands.getGlMajorVersion());
glSurfaceView.setSolutionResultRenderer(new HandsResultGlRenderer());
glSurfaceView.setRenderInputImage(true);
hands.setResultListener(
handsResult -> {
NormalizedLandmark wristLandmark = Hands.getHandLandmark(
handsResult, 0, HandLandmark.WRIST);
Log.i(
TAG,
String.format(
"MediaPipe Hand wrist normalized coordinates (value range: [0, 1]): x=%f, y=%f",
wristLandmark.getX(), wristLandmark.getY()));
// Request GL rendering.
glSurfaceView.setRenderData(handsResult);
glSurfaceView.requestRender();
});
// The runnable to start camera after the GLSurfaceView is attached.
glSurfaceView.post(
() ->
cameraInput.start(
this,
hands.getGlContext(),
CameraInput.CameraFacing.FRONT,
glSurfaceView.getWidth(),
glSurfaceView.getHeight()));
```
#### Image Input
```java
// For reading images from gallery and drawing the output in an ImageView.
HandsOptions handsOptions =
HandsOptions.builder()
.setMode(HandsOptions.STATIC_IMAGE_MODE) // API soon to become
.setMaxNumHands(1) // setStaticImageMode(true)
.setRunOnGpu(true).build();
Hands hands = new Hands(this, handsOptions);
// Connects MediaPipe Hands to the user-defined ImageView instance that allows
// users to have the custom drawing of the output landmarks on it.
// See mediapipe/examples/android/solutions/hands/src/main/java/com/google/mediapipe/examples/hands/HandsResultImageView.java
// as an example.
HandsResultImageView imageView = new HandsResultImageView(this);
hands.setResultListener(
handsResult -> {
int width = handsResult.inputBitmap().getWidth();
int height = handsResult.inputBitmap().getHeight();
NormalizedLandmark wristLandmark = Hands.getHandLandmark(
handsResult, 0, HandLandmark.WRIST);
Log.i(
TAG,
String.format(
"MediaPipe Hand wrist coordinates (pixel values): x=%f, y=%f",
wristLandmark.getX() * width, wristLandmark.getY() * height));
// Request canvas drawing.
imageView.setHandsResult(handsResult);
runOnUiThread(() -> imageView.update());
});
hands.setErrorListener(
(message, e) -> Log.e(TAG, "MediaPipe Hands error:" + message));
// ActivityResultLauncher to get an image from the gallery as Bitmap.
ActivityResultLauncher<Intent> imageGetter =
registerForActivityResult(
new ActivityResultContracts.StartActivityForResult(),
result -> {
Intent resultIntent = result.getData();
if (resultIntent != null && result.getResultCode() == RESULT_OK) {
Bitmap bitmap = null;
try {
bitmap =
MediaStore.Images.Media.getBitmap(
this.getContentResolver(), resultIntent.getData());
} catch (IOException e) {
Log.e(TAG, "Bitmap reading error:" + e);
}
if (bitmap != null) {
hands.send(bitmap);
}
}
});
Intent gallery = new Intent(
Intent.ACTION_PICK, MediaStore.Images.Media.INTERNAL_CONTENT_URI);
imageGetter.launch(gallery);
```
#### Video Input
```java
// For video input and result rendering with OpenGL.
HandsOptions handsOptions =
HandsOptions.builder()
.setMode(HandsOptions.STREAMING_MODE) // API soon to become
.setMaxNumHands(1) // setStaticImageMode(false)
.setRunOnGpu(true).build();
Hands hands = new Hands(this, handsOptions);
hands.setErrorListener(
(message, e) -> Log.e(TAG, "MediaPipe Hands error:" + message));
// Initializes a new VideoInput instance and connects it to MediaPipe Hands.
VideoInput videoInput = new VideoInput(this);
videoInput.setNewFrameListener(
textureFrame -> hands.send(textureFrame));
// Initializes a new GlSurfaceView with a ResultGlRenderer<HandsResult> instance
// that provides the interfaces to run user-defined OpenGL rendering code.
// See mediapipe/examples/android/solutions/hands/src/main/java/com/google/mediapipe/examples/hands/HandsResultGlRenderer.java
// as an example.
SolutionGlSurfaceView<HandsResult> glSurfaceView =
new SolutionGlSurfaceView<>(
this, hands.getGlContext(), hands.getGlMajorVersion());
glSurfaceView.setSolutionResultRenderer(new HandsResultGlRenderer());
glSurfaceView.setRenderInputImage(true);
hands.setResultListener(
handsResult -> {
NormalizedLandmark wristLandmark = Hands.getHandLandmark(
handsResult, 0, HandLandmark.WRIST);
Log.i(
TAG,
String.format(
"MediaPipe Hand wrist normalized coordinates (value range: [0, 1]): x=%f, y=%f",
wristLandmark.getX(), wristLandmark.getY()));
// Request GL rendering.
glSurfaceView.setRenderData(handsResult);
glSurfaceView.requestRender();
});
ActivityResultLauncher<Intent> videoGetter =
registerForActivityResult(
new ActivityResultContracts.StartActivityForResult(),
result -> {
Intent resultIntent = result.getData();
if (resultIntent != null) {
if (result.getResultCode() == RESULT_OK) {
glSurfaceView.post(
() ->
videoInput.start(
this,
resultIntent.getData(),
hands.getGlContext(),
glSurfaceView.getWidth(),
glSurfaceView.getHeight()));
}
}
});
Intent gallery =
new Intent(Intent.ACTION_PICK, MediaStore.Video.Media.INTERNAL_CONTENT_URI);
videoGetter.launch(gallery);
```
## Example Apps
Please first see general instructions for